subjectId	Discipline Name	Subject Name	Coordinators	Type	Institute	Content
117101001	Electronics & Communication Engineering	Adv. Digital Signal Processing - Multirate and wavelets	Prof. V.M. Gadre	Video	IIT Bombay	Select L1- Introduction L2-The Haar Wavelet L3-The Haar Multiresolution Analysis L4-Wavelets And Multirate Digital Signal Processing L5-Equivalence - Functions And Sequences L6-The Haar Filter Bank L7-Haar Filter Bank Analysis And Synthesis L8-Relating psi, phi and the Filters L9-Iterating the filter bank from Psi, Phi L10-Z-Domain Analysis Of Multirate Filter Bank L11-Two Channel Filter Bank L12-Perfect Reconstruction - Conjugate Quadrature L13-Conjugate Quadrature Filters - Daubechies Family of MRA L14-Daubechies' Filter Banks - Conjugate Quadrature Filters L15-Time And Frequency Joint Perspective L16- Ideal Time Frequency Behaviour L17- The Uncertainty Principle L18- Time Bandwidth Product Uncertainty L19- Evaluating and Bounding squareroot t.squareroot omega L20- The Time Frequency Plane & its Tilings L21- Short time Fourier Transform & Wavelet Transform in General L22- Reconstruction & Admissibility L23- Admissibility in Detail Discretization of Scale L24- Logarithmic Scale Discretization, Dyadic Discretization L25- The Theorem of (DYADIC) Multiresolution Analysis L26- Proof of the Theorem of (DYADIC) Multiresolution Analysis L27- Introducing Variants of The Multiresolution Analysis Concept L28- JPEG 2000 5/3 FilterBank & Spline MRA L29- Orthogonal Multiresolution Analysis with Splines L30- Building Piecewise Linear Scaling Function, Wavelet L31- The Wave Packet Transform L32- Nobel Identities & The Haar Wave Packet Transform L33- The Lattice Structure for Orthogonal Filter Banks L34- Constructing the Lattice & its Variants L35- The Lifting Structure & Polyphase Matrices L36-The Polyphase Approach - The Modulation Approach L-37 Modulation Analysis and The 3-Band Filter Bank, Applications L38-The Applications *Data Mining, *Face Recognition L39-Proof that a non-zero function can not be both time and band-limited L40- M-Band Filter Banks and Looking Ahead L41-Tutorial -Session 1 L42-Student's Presentation L43-Tutorial on Uncertainty Product L44-Tutorial on Two band Filter Bank L45-Tutorial -Frequency Domain Analysis of Two band Filter Bank L46-Zoom in and Zoom out using Wavelet Transform L47-More Thoughts on Wavelets : Zooming In L48-Towards selecting Wavelets through vanishing moments L49-In Search of Scaling Coefficients L50-Wavelet Applications
117101002	Electronics & Communication Engineering	Advanced Optical Communication	Prof. R.K. Shevgaonkar	Video	IIT Bombay	Select L1-Introduction L2-Basics of Light L3-Ray Model -I L4-Ray Model -II L5-Wave Model-I L6-Wave Model-II L7-Wave Model-III L8-Signal Distortion - I L9-Signal Distortion - II L10-Signal Distortion - III L11-Practical issues in Implementation of Fiber link L12-Optical Sources L13-Light Emitting Diodes -I L14-Light Emitting Diodes -II L15-Laser - I L16-Laser - II L17-Laser - III L18-Laser - IV L19-Laser - V + Photon Detector L20-Photo Diodes and Detector Noise L21-Photo Detector L22-Optical Receivers - I L23-Optical Receivers - II L24-Receiver Sensitivity Degradation L25-Fiber Optic Link Design L26-Wavelength Division Multiplexed Systems L27-EDFA L28-Integrated Optics - I L29-Integrated Optics - II L30-Tutorials -I L31-Tutorials -II L32-Introduction to Non-Linear Fiber Optics L33-Non-linear Schrodinger Equation L34-Group Velocity Dispersion (GVD) L35-Self Phase Modulation (SPM) L36-Solitonic Communication L37-Raman Amplifier L38-Cross Phase Modulation and four wave mixing L39-Laboratory Experiments -I L40-Laboratory Experiments -II L41-Laboratory Experiments -III
117101050	Electronics & Communication Engineering	Broadband Networks: Concepts and Technology	Prof. Abhay Karandikar	Video	IIT Bombay	Select Introduction to Broadband Networks Qos in Packet Switching and ATM ATM Networks Effective Bandwidth - I Effective Bandwidth - II Traffic Descriptor in ATM Calculus for QOS - I Calculus For Qos - II Packet Scheduling Algorithm Introduction Fluid Fair Queueing and Weighted Fair Queueing Virtual Time In Scheduling Fairness of WFO and SCFO Scheduling Algorithms Rate Proportional Servers Latency Rate Servers - I Latency Rate Servers - II And Delay Bounds QOS In Best Effort Internet TCP Congestion Control Analysis of TCP TCP Throughput Buffer Management IP Addressing Scheme IP Addressing Lookup And Packet Classification IP Over ATM Multiple Label Switching (MPLS) MPLS and Traffic Engineering Optical Network and MPLS Integrated Service Internet (IntServ) and RSVP Differentiated Services Internet Voice over IP RTP Metro Ethernet Access Networks Metro Ethernet Access Networks
117101051	Electronics & Communication Engineering	Digital Communication	Prof. Bikash Kumar Dey	Video	IIT Bombay	Select Introduction to Digital Communication Sampling Quantization , PCM and Delta Modulation Probability and Random Process Probability and Random Processes (Part - 2) Channels and their Models Channels and their Models (Part -2) Information Theory (Part - 1) Information Theory (Part - 2) Bandpass Signal Representation (Part 1) Bandpass Signal Representation (Part - 2) Digital Modulation Techniques (Part - 1) Digital Modulation Techniques (Part - 2) Digital Modulation Techniques (Part - 3) Digital Modulation Techniques Part - 4 Digital Modulation Techniques Part - 5 Digital Modulation Techniques (Part - 6) Digital Modulation Techniques (Part - 7) Digital Modulation Techniques (part - 8) Digital Modulation Techniques (Part - 9) Digital Modulation Techniques (Part - 10) Probability of Error Calculation Calculation of Probability of Error Calculation of Probability of Error Equalizers Source Coding (Part - 1) Source Coding (Part - 2) Source Coding Part - 3 Source Coding Part 4 Channel Coding Fundamentals of OFDM Conclusion
117101053	Electronics & Communication Engineering	Information Theory and Coding	Prof. S.N. Merchant	Video	IIT Bombay	Select L1- Introduction to Information Theory and Coding L2-Definition of Information Measure and Entropy L3-Extention of An Information Source and Markov Source L4-Adjoint of An Information Source, Joint and Conditional Information Measure L5-Properties of Joint and Conditional Information Measures and A Morkov Source L6-Asymptotic Properties of Entropy and Problem Solving in Entropy L7-Block Code and its Properties L8-Instantaneous Code and Its Properties L9-Kraft-Mcmillan Equality and Compact Codes L10-Shannon's First Theorem L11-Coding Strategies and Introduction to Huffman Coding L12-Huffman Coding and Proof of Its Optamality L13-Competitive Optamality of The Shannon Code L14-Non-Binary Huffman Code and Other Codes L15-Adaptive Huffman Coding Part-I L16-Adaptive Huffman Coding Part-II L17-Shannon-Fano-Elias Coding and Introduction to Arithmetic Coding L18-Arithmetic Coding Part-I L19-Arithmetic Coding Part-II L20-Introdution to Information Channels L21-Equivocation and Mutual Information L22-Properties of Different Information Channels L23-Reduction of Information Channels L24-Properties of Mutual Information and Introdution to Channel Capacity L25-Calculation of Channel Capacity for Different Information Channels L26-Shannon's Second Theorem L27-Discussion On Error Free Communication Over Noisy Channel L28-Error Free Communication Over A Binary Symmetric Channel and Introdution to Continous Sources and Channels L29-Differential Entropy and Evaluation of Mutual Information for Continuous Sources and Channels L30-Channel Capacity of A BandLimited Continuous Channel L31-Introduction to Rate-Distortion Theory L32-Definition and Properties of Rate-Distortion Functions L33-Calculation of Rate-Distortion Functions L34-Computational Approach for Calculation of Rate-Distortion Functions L35-Introdution to Quantization L36-Lloyd-Max Quantizer L37-Companded Quantization L38-Variable Length Coding and Problem Solving in Quantizer Design L39-Vector Quantization L40-Transform Coding Part-I L41-Transform Coding Part-II
117101054	Electronics & Communication Engineering	Optical Communication	Prof. R.K. Shevgaonkar,Prof. D.K. Ghosh	Web	IIT Bombay	Select contents
117101057	Electronics & Communication Engineering	Transmission Lines and EM Waves	Prof. R.K. Shevgaonkar	Web	IIT Bombay	Select contents
117101058	Electronics & Communication Engineering	VLSI Design	Prof. A.N. Chandorkar	Web	IIT Bombay	Select contents
117101055	Electronics & Communication Engineering	Signals and Systems	Prof. V.M. Gadre	Web	IIT Bombay	Select contents
117101056	Electronics & Communication Engineering	Transmission Lines and EM Waves	Prof. R.K. Shevgaonkar	Video	IIT Bombay	Select Introduction to EM waves and various techniques of communication Equations of Voltage and Current on TX line Propagation constant, Characteristic impedance and reflection coefficient Impedance Transformation Loss-less and Low loss Transmission line and VSWR Power transfer on TX line Smith Chart Admittance Smith Chart Experimental setup for transmission line measurements Applications of transmission lines Applications of transmission lines-II Impedance Matching Lossy Transmission Line Problems on Transmission line Types of transmission line Basics of Vectors Vector calculus Basic laws of Electromagnetics Maxwell\\\'s Equations Boundary conditions at Media Interface Uniform plane wave Propagation of wave Wave polarization Pioncere\\\'s Sphere Wave propagation in conducting medium Wave propagation and phase velocity Power flow and Poynting vector Surface current and power loss in a conductor Plane wave in arbitary direction Plane wave at dielectric interface Reflection and refraction at media interface Total internal reflection Polarization at media interface Reflection from a conducting boundary Parallel plane waveguide Wave propagation in parallel plane waveguide Analysis of waveguide general approach Rectangular waveguide Modal propagation in rectangular waveguide Surface currents on the waveguide walls Field visualization and Attenuation in waveguide Attenuation in waveguide continued Radiation (Antenna) Solution for potential function Radiation form the Hertz dipole Power radiated by hertz dipole Thin linear antenna Radiation Parameters of antenna Receiving antenna Monopole and Dipole antenna Fourier transform relation between current and radiation pattern Antenna arrays Uniform Linear array Uniform Linear array continued Synthesis of array Binomial array and general array synthesis Problems on uniform plane wave Problems on uniform plane wave in a meduim Problems on waveguides Problems on Antennas and radiation
117102059	Electronics & Communication Engineering	Communication Engineering	Prof. Surendra Prasad	Video	IIT Delhi	Select Introduction to Communication Engineering Communication channel Brief Review of Signal and Systems The Hilbert Transform Analytic Representation of band pass Signals Fundamentals of Analog Signal Transmission Analog Modulation of Carriers Amplitude Modulation Amplitude Modulation Single Sideband Modulation Suppressed Sideband Modulation VSB Modulation - Superhet Receiver Superhet Receiver etc Practical Mixers-Effects of Tonal Angle Modulation Angle Modulation Generation of FM Signals FM Generation and Detection Demodulation of Angle Modulated Signals Demodulation of Angle Modulated Signals Demodulation of Angle Modulated Signals Feedback Demodulators - phase locked loop The Phase Locked Loop Frequency Compressive Feedback Demodulator FM Receivers TV Transmission Review of Probability Theory and Random Process Review of Probability Theory and Random Variables Random Processes Random Processes Random Processes Gaussian Random Processes Behaviour of Communication System Performance of AM Systems in Noise Noise in AM and Angle Modulation Systems Noise in Phase and Frequency Modulation systems Noise in Angle Modulation Pre emphasis - De emphasis Pulse Modulation Schemes - PWM and PPM Data Modulation Pulse Code Modulation
117102060	Electronics & Communication Engineering	Digital Signal Processing	Prof. S.C. Dutta Roy	Video	IIT Delhi	Select Digital Signal Processing Introduction Digital Signal Processing Introduction Contd Digital Systems Characterization Description, Testing of Digital Systems LTI Systems Step & Impulse Responses, Convolution Inverse Systems,Stability,FIR & IIR FIR & IIR; Recursive & Non Recursive Discrete Time Fourier Transform Discrete Fourier Transform (DFT) DFT (Contd.) DFT (Contd.) Introduction to Z Transform Z Transform Z Transform (Contd.) Discrete Time Systems in the Frequency Domain Simple Digital Filters All Pass Filters,Com.Filters Linear Phase filters, Complementary Transfer Fn Compensatory Transfer Functions, (Contd.) Test for Stability using All Pass Functions Digital Processing of Continuous Time Signals Problem Solving Session: FT, DFT,& Z Transforms Problem Solving Session: FT,DFT, & Z Transforms Analog Filter Design Analog Chebyshev LPF Design Analog Filter Design (Contd.): Transformations Analog frequency Transformation Problem Solving Session on Discrete Time System Digital Filter Structures IIR Realizations All Pass Realizations Lattice Synthesis (Contd.) FIR Lattice Synthesis FIR Lattice (Contd.) and Digital Filter Design IIR Filter Design IIR Design by Bilinear Transformation IIR Design Examples Digital to Digital Frequency Transformation FIR Design FIR Digital Filter Design by Windowing FIR Design by Windowing & Frequency Sampling Solving Problems on DSP Structures FIR Design by Frequency Sampling FIR Design by Frequency Sampling (Contd.)
117102061	Electronics & Communication Engineering	Semiconductor Devices	Dr. G.S. Visweswaran	Web	IIT Delhi	Select contents
117103064	Electronics & Communication Engineering	Digital Circuits	Prof. Anil Mahanta,Prof. Roy Paily Palanthinkal	Web	IIT- Guwahati	Select contents
117103065	Electronics & Communication Engineering	Electromagnetic Fields	Dr. Ratnajit Bhattacharjee	Web	IIT- Guwahati	Select contents
117103066	Electronics & Communication Engineering	IC Technology	Prof. Roy Paily Palanthinkal,Prof. Indrajit Chakraborty	Web	IIT- Guwahati	Select contents
117103067	Electronics & Communication Engineering	Probability and Random Processes	Prof. Prabin K Bora	Web	IIT- Guwahati	Select contents
117104069	Electronics & Communication Engineering	Digital Image Processing	Prof. Sumana Gupta	Web	IIT-KANPUR	Select contents
117104070	Electronics & Communication Engineering	Digital Signal Processing	Prof. Govind Sharma	Web	IIT-KANPUR	Select contents
117104071	Electronics & Communication Engineering	High Speed Semiconductor Devices	Prof. Anjan Ghosh	Web	IIT-KANPUR	Select contents
117104072	Electronics & Communication Engineering	Microcontrollers and Applications	Dr. S.P. Das	Web	IIT-KANPUR	Select contents
117105076	Electronics & Communication Engineering	Communication Networks and Switching	Prof. S.L. Maskara	Web	IIT Kharagpur	Select contents
117105077	Electronics & Communication Engineering	Digital Communication	Prof. R.V. Rajakumar,Prof. Saswat Chakrabarti	Web	IIT Kharagpur	Select contents
117105083	Electronics & Communication Engineering	Multimedia processing	Prof. Somnath Sengupta	Web	IIT Kharagpur	Select contents
117107094	Electronics & Communication Engineering	Analog Circuits	Prof. Pramod Agarwal	Web	IIT-ROORKEE	Select contents
117107095	Electronics & Communication Engineering	Basic Electronics	Prof. Pramod Agarwal	Web	IIT-ROORKEE	Select contents
117108097	Electronics & Communication Engineering	Information Theory and Coding	Prof. Pavan S Nuggehalli	Web	IIT-ROORKEE	Select contents
117102062	Electronics & Communication Engineering	Wireless Communication	Prof. Ranjan Bose	Video	IIT Delhi	Select Motivation and Introduction Types of Wireless communication The modern wireless Communication Systems The cellular concept - System Design issues Cell capacity and reuse Interference and System capacity Improving coverage and system capacity Mobile Radio Propagation Mobile Radio Propagation Contd Mobile Radio Propagation Contd Mobile Radio Propagation Contd Mobile Radio Propagation Contd Mobile Radio Propagation Contd Mobile Radio Propagation II Mobile Radio Propagation II Contd Mobile Radio Propagation II Contd Mobile Radio Propagation II Contd Mobile Radio Propagation II Contd Mobile Radio Propagation II Contd Mobile Radio Propagation II Contd Modulation Techniques for Mobile Communication Modulation Techniques (Contd.) Modulation Techniques (Contd.) Modulation Techniques (Contd.) Modulation Techniques (Contd.) Modulation Techniques (Contd.) Modulation Techniques (Contd.) Equalization and Diversity Techniques Equalization and Diversity Techniques (Contd.) Equalization and Diversity Techniques (Contd.) Equalization and Diversity Techniques (Contd.) Coding Techniques for Mobile Communications Coding Techniques for Mobile Communications Contd Coding Techniques for Mobile Communications Contd Coding Techniques for Mobile Communications Contd Wireless Networks GSM and CDMA GSM and CDMA Contd
117103017	Electronics & Communication Engineering	Queuing Systems	Prof. S.K. Bose	Web	IIT Guwahati	Select Introduction to Queueing Systems Analysis of a Simple Queue Basics of Markov Processes and Markov Chains Markov Chains, Birth-Death Processes, Flow Balance Kendall's Notation, Little's Result, PASTA, M/M/1/∞ Queue M/M/m/∞, M/M/m/m, M/M/1/K Queues, Delay Analysis Departure Process, Burke's Theorem Method of Stages, Batch Arrivals Residual Life Approach Imbedded Markov Chain Approach Delay Analysis Analysis of M/G/1 queue M/G/1 Queue with Multiple Vacations, Residual Life Approach M/G/1 Queue with Multiple Vacations Imbedded Markov Chain Approach M/G/1 Queue with Multiple Vacations, M/G/1 Queue with Exceptional First Service Imbedded Markov Chain at Job Departure Instants Imbedded Markov Chain at Batch Departure Instants Different Types of Priority Operation Analysis using the Residual Life Approach Analysis using the Imbedded Markov Chain Approach M/G/1/K Queue (Single Server Queue with Finite Capacity) Analysis of the M/G/1/K queue Proportionality Relationship, Alternate Analysis Analyzing the G/M/1 Queue Bounds and approximations for the G/G/1 and G/G/m Queues Analyzing the M/G/m/m Queue Introduction to Queuing Networks Classificationof Queueing Networks Fork-join Queues and Introduction to Blocking in Queueing Networks Blocking Models in queueing Networks Splitting and Combining Poisson Processes Jackson's Theorem for Open Networks Product Form Solution for Open Networks Jackson's Theorem for Closed Networks Using Jackson's Theorem for Closed Networks Examples: Analysis of Open and closed Networks Analysis of Closed Networks Convolution Algorithm Examples of analysis using Convolution Algorithm Mean Value Analysis Algorithm Examples of Analysis using MVA Algorithm Norton's Theorem Mixed Networks, QNA Introduction to Discrete Time Queues Geo/G/1 Queue-Late Arrival Model Geo/G/1 Queue- early Arrival Model Introduction Simulating a Queueing System Processing Simulation Results Problems-Introduction Problems-Markov Process and Markov Chains Problems-Basics of Queuing Problems- M/M/-/- Type Queues Problems-M/G/1 Queue Problems - Special Cases of the M/G/1 Queue Problems- M/G/1 Queue with Batch Arrivals Problems-Priority Operation of the M/G/1 Queue Problems-M/G/1/K -Finite Capacity M/G/1 Queue Problems- Open and Closed Networks of M/M/m Type Queues Problems- Analyzing Closed Networks with Convolution and Mean Value Analysis Algorithms Problems-Norton's Theorem, Mixed Networks, QNA Problems-Discrete Time Queues
117103063	Electronics & Communication Engineering	Basic Electronics	Prof. Chitralekha Mahanta	Video	IIT Guwahati	Select Semiconductor materials PN Junction Diodes Diode Equivalent Circuits Diode Rectifier Circuits Zener Diode and Applications Clipping and Clamping Circuits Transistor Operation - Part - 1 Transistor Operation Part - 2 Biasing the BJT Biasing the BJT - Part - 2 BJT Small Signal Analysis BJT Amplifier - Part - 1 BJT Amplifier Part - 2 Frequency Response of BJT Analysis - Part - 1 Bipolar Junction Transistors Transistor as a Switch MOSFET - Part -1 MOSFET - Part - 2 MOSFET under dc operation Mosfet as an Amplifier Small signal model of MOSFET - Part 1 Small signal model of MOSFET - Part 2 High Frequency model of mosfet Junction Field Effect Transistor Operational Amplifier Introduction Ideal Op-Amp Op-Amp applications Part -1 Op-Amp Applications Part -2 Op-Amp Applications Part - 3 The practical Op-Amp Positive feedback and oscillation Comparator Large Signal Amplifiers Transformer Couple Power Amplifier Class AB Operations of PowerAmplifier Power BJTs Regulated Power Supply Four Layered Diode Silicon Control Rectifier SCR Applications
117104074	Electronics & Communication Engineering	Signals and Systems	Prof. K.S. Venkatesh	Video	IIT Kanpur	Select Lecture01 Lecture02 Lecture03 Lecture04 Lecture05 Lecture06 Lecture07 Lecture08 Lecture09 Lecture10 Lecture11 Lecture12 Lecture13 Lecture14 Lecture15 Lecture16 Lecture17 Lecture18 Lecture19 Lecture20 Lecture21 Lecture22 Lecture23 Lecture24 Lecture25 Lecture26 Lecture27 Lecture28 Lecture29 Lecture30 Lecture31 Lecture32 Lecture33 Lecture34 Lecture35 Lecture36 Lecture37 Lecture38 Lecture39 Lecture40 Lecture41 Lecture42 Lecture43 Lecture44 Lecture45
117104099	Electronics & Communication Engineering	Advanced 3G and 4G Wireless Mobile Communications	Prof. Aditya K. Jagannatham	Video	IIT Kanpur	Select Lecture-1-Introduction to 3G/4G Standards Lecture-2-Wireless Channel and Fading Lecture-3-Rayleigh Fading and BER of Wired Communication Lecture-4- BER for Wireless Communication Lecture 5 -Introduction to Diversity Lecture 6 - Multi-antenna Maximal Ratio Combiner Lecture7-BER with Diversity Lecture 8-Spatial Diversity and Diversity Order Lecture 9-Wireless Channel and Delay Spread Lecture 10-Coherence Bandwidth of the Wireless Channel Lecture 11-ISI and Doppler in Wireless Communications Lecture 12-Doppler Spectrum and Jakes Model Lecture 13-Introduction to CDMA, Spread Spectrum and LFSR Lecture 14-Generation and Properties of PN Sequences Lecture 15-Correlation of PN Sequences and Jammer Margin Lecture 16-CDMA Advantages and RAKE Receiver Lecture 17-Multi-User CDMA Downlink Part I Lecture 18-Multi-User CDMA Downlink Part II Lecture 19-Multi-User CDMA Uplink and Asynchronous CDMA Lecture 20-CDMA Near-Far Problem and Introduction to MIMO Lecture 21-MIMO System Model and Zero-Forcing Receiver Lecture 22-MIMO MMSE Receiver and Introduction to SVD Lecture 23-SVD Based Optimal MIMO Transmission and Capacity Lecture 24-SVD Based Optimal MIMO Transmission and Capacity Lecture 25-OSTBCs and Introduction to V-BLAST Receiver Lecture 26-V-BLAST (Contd.) and MIMO Beamforming Lecture 27- Introduction to OFDM and Multi-Carrier Modulation Lecture 28-IFFT Sampling for OFDM Lecture 29-OFDM Schematic and Cyclic Prefix Lecture 30-OFDM Based Parallelization and OFDM Example Lecture 31-OFDM Example (Contd.) and Introduction to MIMO-OFDM Lecture 32- MIMO-OFDM (Contd.) Lecture 33-Impact of Carrier Frequency Offset (CFO) in OFDM Lecture 34-PAPR in OFDM Systems and Introduction to SC-FDMA Lecture 35-SC-FDMA (Contd.) and Introduction of Wireless Propagation Models Lecture 36-Ground Reflection and Okumura Models Lecture 37-Hata Model and Log Normal Shadowing Lecture 38-Link Budget Analysis Lecture 39-Introduction to Teletraffic Theory Lecture 40-Cellular Traffic Modeling and Blocking Probability
117105075	Electronics & Communication Engineering	Adaptive Signal Processing	Prof. Mrityunjoy Chakraborty	Video	IIT Kharagpur	Select Introduction to Adaptive Filters Introduction to Stochastic Processes Stochastic Processes Correlation Structure FIR Wiener Filter (Real) Steepest Descent Technique LMS Algorithm Convergence Analysis Convergence Analysis (Mean Square) Convergence Analysis (Mean Square) Misadjustment and Excess MSE Misadjustment and Excess MSE Sign LMS Algorithm Block LMS Algorithm Fast Implementation of Block LMS Algorithm Fast Implementation of Block LMS Algorithm Vector Space Treatment to Random Variables Vector Space Treatment to Random Variables Orthogonalization and Orthogonal Projection Orthogonal Decomposition of Signal Subspaces Introduction to Linear Prediction Lattice Filter Lattice Recursions Lattice as Optimal Filter Linear Prediction and Autoregressive Modeling Gradient Adaptive Lattice Gradient Adaptive Lattice Introduction to Recursive Least Squares RLS Approach to Adaptive Filters RLS Adaptive Lattice RLS Lattice Recursions RLS Lattice Recursions RLS Lattice Algorithm RLS Using QR Decomposition Givens Rotation Givens Rotation and QR Decomposition Systolic Implementation Systolic Implementation Singular Value Decomposition Singular Value Decomposition Singular Value Decomposition
117105078	Electronics & Communication Engineering	Digital Computer Organization	Prof. P.K. Biswas	Video	IIT Kharagpur	Select Introduction to Digital Computer Organization CPU Design-I CPU Design-II CPU Design Tirning and Control Micro programmed Control-I Micro programmed Control-II Pipeline Concept-I Pipeline Concept-II Pipeline Concept-III Pipeline CPU-I Pipeline CPU-II Pipeline CPU-III Memory Organization-I Memory Organization-II Memory Organization-III Memory Organization-IV Memory Organization-V Cache Memory Architecture Cache Memory Architecture RAM Architecture RAM Architecture DAM Architecture-1 DAM Architecture Buffer Cache Buffer Cache Secondary Storage Organization-I Secondary Storage Organization-II Secondary Storage Organization-III I/O Subsystem Organization Error Detection and Correction
117105079	Electronics & Communication Engineering	Digital Image Processing	Prof. P.K. Biswas	Video	IIT Kharagpur	Select Introduction Image Digitization I Image Digitization II Pixel Relationships Pixels Relationships II Basic Transformations Camera Model and Imaging Geometry Camera Calibration and Stereo Imaging Interpolation and Resampling Image Interpolation - II Image Interpolation - I Image Transformation - II Fourier Transformation - I Fourier Transformation - II Discrete Cosine Transform K-L Transform Image Enhancement Image Enhancement Image Enhancement Image Enhancement Image Enhancement Frequency Image Restoration - I Image Restoration - II Image Restoration -III Image Registration Colour Image Processing - I Colour Image Processing - II Colour Image Processing - III Image Segmentation - I Image Segmentation - II Image Segmentation - III Image Segmentation - IV Mathematical Morphology - I Mathematical Morphology - II Mathematical Morphology - III Mathematical Morphology - IV Object Representation and Description - I Object Representation and Description - II Object Representation and Description - III Object Recognition
117105080	Electronics & Communication Engineering	Digital Systems Design	Prof. D. Roychoudhury	Video	IIT Kharagpur	Select Introduction to Digital Systems Design Introduction Digital Logic - I Digital Logic - II Digital Logic - III Boolean Algebra Boolean Algebra Boolean Function Minimization Boolean Function Minimization Boolean Function Minimization Hazzard Covers by K - Map Combinational Circuit Design Design of ADDER Circuits Design of Subtractor Circuits Digital of Common Digital Elements Design of Complex Combinational Circuits Design of Combinational Circuits Combinational Logic Problem Design Combinational Logic Design Logic Design with PLA Synchronous Sequential Circuit Design Design of Sequential Modules Design of Registers and Counter Finite State Machine Design Finite State Machine Design and Optimization Programmable Logic Devices Programmable Logic Devices Programmable Logic Devices Design of Arithmetic Circuits Design of Arithmetic Circuits Design of Memory Circuits Algorithmic State Machines Chart Design of Computer Instruction Set and the CPU Design of Computer Instruction Set and the CPU Design of Computer Instruction Set and the CPU Design of Computer Instruction Set and the CPU Design of Computer Instruction Set and the CPU Design of Computer Instruction Set and the CPU Design of a Micro Programmed CPU Digital System Design Current State of the Art
117105081	Electronics & Communication Engineering	Digital Voice & Picture Communication	Prof. Somnath Sengupta	Video	IIT Kharagpur	Select Introduction Speech Production Model Speech Coding : Objectives and Requirements Quantizers for Speech Signal mew - Law and Optimum Quantizer Adaptive Quantizer Differential Quantization LDM and ADM Differential PCM and Adaptive Prediction Linear Prediction of Speech Computational Aspects of LPC parameters Cholesky Decomposition Lattice Formulation of LPC Coefficient Linear Predictive Synthesizer LPC Vocoder Introduction to Image and Video Coding Lossy Image Compression : DCT DCT Quantization and Limitations Theory of Wavelets Discrete Wavelet Transforms DWT on the Images and its Encoding Embedded Zero Tree Wavelet Encoding Video Coding : Basic Building Blocks Motion Estimate Techniques Fast Motion Estimation Techniques Video Coding Standards Advanced Coding Aspects Audio Coding: Basic Concepts Audio Coding AC - 3 AC -3 Decoder MPEG - 1 Audio Coding Introduction to VoIP VoIP Signaling : H.323 Protocol H.323 Call Controls and Enhancements Interworking with PSTN Limitations and Solution Multiplexing Schemes H.323:Multiplexing:Header Compression and BW ISDN Video Conferencing Video Conferencing : SIP Protocol 4G Multimedia Conferencing
117105082	Electronics & Communication Engineering	MEMS and Microsystems	Prof. Santiram Kal	Video	IIT Kharagpur	Select Introduction to MEMS & Microsystems Introduction to Microsensors Evaluation of MEMS, Microsensors, Market Survey Application of MEMS MEMS Materials MEMS Materials Properties MEMS Materials Properties (Contd.) Microelectronic Technology for MEMS - II Microelectronic Technology for MEMS - III Micromachining Technology for MEMS Micromachining Process Etch Stop Techniques and Microstructure Surface and Quartz Micromachining Fabrication of Micromachined Microstructure Microstereolithography MEMS Microsensors Thermal Micromachined Microsensors Mechanical MEMS Pressure and Flow Sensor Micromachined Flow Sensors MEMS Inertial Sensors Micromachined Microaccelerometers for MEMS MEMS Accelerometers for Avionics Temperature Drift and Damping Analysis Piezoresistive Accelerometer Technology MEMS Capacitive Accelerometer MEMS Capacitive Accelerometer Process MEMS Gyro Sensor MEMS for Space Application Polymer MEMS & Carbon Nano Tubes CNT Wafer Bonding & Packaging of MEMS Interface Electronics for MEMS MEMS for Biomedical Applications (Bio-MEMS)
117105084	Electronics & Communication Engineering	Neural Networks and Applications	Prof. Somnath Sengupta	Video	IIT Kharagpur	Select Introduction to Artificial Neural Networks Artificial Neuron Model and Linear Regression Gradient Descent Algorithm Nonlinear Activation Units and Learning Mechanisms Learning Mechanisms-Hebbian,Competitive,Boltzmann Associative memory Associative Memory Model Condition for Perfect Recall in Associative Memory Statistical Aspects of Learning V.C. Dimensions: Typical Examples Importance of V.C. Dimensions Structural Risk Minimization Single-Layer Perceptions Unconstrained Optimization: Gauss-Newton's Method Linear Least Squares Filters Least Mean Squares Algorithm Perceptron Convergence Theorem Bayes Classifier & Perceptron: An Analogy Bayes Classifier for Gaussian Distribution Back Propagation Algorithm Practical Consideration in Back Propagation Algorithm Solution of Non-Linearly Separable Problems Using MLP Heuristics For Back-Propagation Multi-Class Classification Using Multi-layered Perceptrons Radial Basis Function Networks: Cover's Theorem Radial Basis Function Networks: Separability & Interpolation Posed Surface Reconstruction Solution of Regularization Equation: Greens Function Use of Greens Function in Regularization Networks Regularization Networks and Generalized RBF Comparison Between MLP and RBF Learning Mechanisms in RBF Introduction to Principal Components and Analysis Dimensionality reduction Using PCA Hebbian-Based Principal Component Analysis Introduction to Self Organizing Maps Cooperative and Adaptive Processes in SOM Vector-Quantization Using SOM
117105085	Electronics & Communication Engineering	Probability and Random Processes	Prof. Mrityunjoy Chakraborty	Video	IIT Kharagpur	Select Introduction to the Theory of Probability Axioms of Probability Axioms of Probability (Contd.) Introduction to Random Variables Probability Distributions and Density Functions Conditional Distribution and Density Functions Function of a Random Variable Function of a Random Variable (Contd.) Mean and Variance of a Random Variable Moments Characteristic Function Two Random Variables Function of Two Random Variables Function of Two Random Variables (Contd.) Correlation Covariance and Related Innver Vector Space of Random Variables Joint Moments Joint Characteristic Functions Joint Conditional Densities Joint Conditional Densities (Contd.) Sequences of Random Variables Sequences of Random Variables (Contd.) Correlation Matrices and their Properties Correlation Matrices and their Properties Conditional Densities of Random Vectors Characteristic Functions and Normality Tchebycheff Inequality and Estimation of an Unknown Parameter Central Limit Theorem Introduction to Stochastic Process Stationary Processes Cyclostationary Processes System with Random Process at Input Ergodic Processes Introduction to Spectral Analysis Spectral Analysis Contd. Spectrum Estimation - Non Parametric Methods Spectrum Estimation - Parametric Methods Autoregressive Modeling and Linear Prediction Linear Mean Square Estimation - Wiener (FIR) Adaptive Filtering - LMS Algorithm
117106086	Electronics & Communication Engineering	Digital Circuits and Systems	Prof. S. Srinivasan	Video	IIT Madras	Select Introduction To Digital Circuits Introduction To Digital Circuits Combinational Logic Basics Combinational Circuits Logic Simplification Karnaugh Maps And Implicants Logic Minimization Using Karnaugh Maps Karnaugh Map Minimization Using Maxterms Code Converters Parity Generators And Display Decoder Arithmetic Circuits Carry Look Ahead Adders Subtractors 2?'S Complement Subtractor and BCD Adder Array Multiplier Introduction to Sequential Circuits S-R, J-K and D Flip Flops J-K and T Flip Flops Triggering Mechanisms of Flip Flops and Counters Up/ Down Counters Shift Registers Application of shift Registers State Machines Design of Synchronous Sequential Circuits Design using J-K Flip Flop Mealy and Moore Circuits Pattern Detector MSI and LSI Based Design Multiplexer Based Design Encoders and Decoders Programmable Logic Devices Design using Programmable Logic Devices Design using Programmable Logic Devices (contd) MSI and LSI based Implementation of Sequential Circuits MSI and LSI based Implementation of Sequential Circuits (contd) Design of circuits using MSI sequential blocks System Design Example System Design Example (contd) System Design using the concept of controllers System Design using the concept of controllers (contd)
117106087	Electronics & Communication Engineering	Electronics for Analog Signal Processing - I	Prof. K. Radhakrishna Rao	Video	IIT Madras	Select Introduction Diode Diode characteristics Rectifier Voltage Multiplier Full Wave Rectifier and Peak Detector Diode as a GATE Analog GATE Small Signal Analysis of Diode Circuit Zener Regulator and Voltage Regulator Varactor Diode Amplifiers Cascading of Amplifiers Cascading of Amplifiers h and g Parameters Two Port Analysis Amplifier Applications Frequency Limitations Of An Amplifier Distortion In Amplifiers Bipolar Junction Transistor Transistor (BJT) Inverter Transistor Biasing Stable Way of Biasing Common Emitter Amplifiers Transistor Biasing Using Single Supply Metal Oxide Semiconductor Construction of a MOSFET Varieties of MOSFETS and JFETS Characteristics of MOSFET Cascading Amplifiers Cascading (Direct Coupling) The Differential Amplifiers BJT Differential Amplifiers MOSFET Differential Amplifiers Cascading Differential Amplifiers Current Source and Current Sink NMOS Inverters and CMOS Inverters Active Components used in Electronics
117106088	Electronics & Communication Engineering	Electronics for Analog Signal Processing - II	Prof. K. Radhakrishna Rao	Video	IIT Madras	Select Feedback Theory Negative Feedback Negative Feedback Y-Feedback h and g Negative Feedback g Feedback with Mosfet Operational Amplifier in Negative Feedback Operational Amplifier in Negative Feedback Positive Feedback (Regenerative) Experimental Demonstration Instrumentation Amplifiers Active Filters Simulation of Harmonic Oscillators Oscillators Oscillators Frequency Compensation in Negative Feedback Frequency Compensation Wideband (video) Amplifiers Wideband Amplifiers ICs For Video And Tuned Amplifier Applications Power Amplifier Power Amplifier Class B and C Power Amplifiers Class-B Power Amplifier Load and Drive Control Circuits Voltage Regulators Voltage Regulators Voltage Regulators Convertors Analog Multipliers (Modems & Mixers) Log-Antilog Multipliers Multipliers Multipliers AGC/AVC AGC/AVC Experimental Demonstration PLL (Phase Locked Loop) PLL(Phase Locked Loop) Lock Range Capture Range and FSK and FM
117106089	Electronics & Communication Engineering	High Speed Devices and Circuits	Prof. K.N. Bhat	Video	IIT Madras	Select Introduction to Basic concepts Requirements for high speed circuits, devices and materials Classification and properties of semiconductor devices Ternary compound semiconductors and their applications Ternary compound semiconductors and their applications(contd.) Crystal structures in GaAs Dopants and impurities in GaAs and InP Brief Overview of GaAs Technology for High Speed Devices Epitaxial Techniques for GaAs and high speed devices MBE and LPE for GaAs Epitoxy GaAs and InP devices for Microelectronics Metal Semiconductor contacts for MESFET Metal Semiconductor contacts for MESFET(contd) Metal Semiconductor contacts for MESFET(Contd) Ohmic contacts on semiconductors Fermi level pinning, I V characteristics of Schottky Barrier Diodes Schottky Barrier Diodes I V characteristics of Non idealities -1 Schottky Barrier Diodes I V characteristics of Non idealities -1 Causes of Non idealities in the Schottky Barrier Diodes (I V characteristics) MESFET operations and I V characteristics MESFET I V characteristics Shockley's Model MESFET Shockley's Model and velocity saturation effect MESFET velocity saturation effect on drain current saturation MESFET : Drain current saturation Ids due to velocity saturation MESFET : Effects of channel length and gate length on IDS and gm MESFET : Effects of velocity saturation and velocity field characteristics MESFET : Effects of velocity field characteristics - Overshoot effects MESFET : Velocity overshoot effect and self aligned MESFET SAINT Self Aligned MESFET SAINT Threshold Voltage and Sub Threshold current Hetero junctions Hetero junctions and high electron Mobility Transistor(HEMT) Hetero junctions and high electron Mobility Transistor(HEMT) (Contd.) High Electron Mobility Transistor HEMT off voltage, I-V characteristics and trans conductance I-V characteristics and trans conductance and optimization Indium phosphide based HEMT Pseudomorphic HEMT and Hetrojunction Bipolar Transistors Hetero junction Bipolar Transistors (HBT) Hetero junction Bipolar Transistors (HBT) (Contd.) Hetero junction Bipolar Transistors (HBT) (Contd.) Hetero junction Bipolar Transistors(HBT)-4(Contd)
117106091	Electronics & Communication Engineering	Solid State Devices	Prof. S. Karmalkar	Video	IIT Madras	Select Introduction on Solid State Devices Evolution and Uniqueness of Semiconductor Equilibrium Carrier Concentration Equilibrium Carrier Concentration Equilibrium Carrier Concentration Equilibrium Carrier Concentration Equilibrium Carrier Concentration Equilibrium Carrier Concentration Equilibrium Carrier Concentration Equilibrium Carrier Concentration Equilibrium Carrier Concentration Carrier Transport Carrier Transport (contd) Carrier Transport (contd) Excess Carriers Excess Carriers (contd) Procedure for Device Analysis Procedure for Device Analysis (contd) PN Junction PN Junction (contd) PN Junction (contd) PN Junction (contd) PN Junction (contd) PN Junction (contd) PN Junction (contd) Bipolar Junction Transistor Bipolar Junction Transistor (contd) Bipolar Junction Transistor (contd) Bipolar Junction Transistor (contd) Bipolar Junction Transistor (contd) Bipolar Junction Transistor (contd) Bipolar Junction Transistor (contd) Metal-Oxide-Semiconductor (MOS) Junction Metal-Oxide-Semiconductor (MOS) Junction (contd) Metal-Oxide-Semiconductor (MOS) Junction (contd) Metal-Oxide-Semiconductor (MOS) Junction (contd) Metal-Oxide-Semiconductor (MOS) Junction (contd) MOS Field Effect Transistor MOS Field Effect Transistor (contd) MOS Field Effect Transistor (contd) MOS Field Effect Transistor (contd) The Final Lecture - Conclusion
117106092	Electronics & Communication Engineering	VLSI Circuits	Prof. S. Srinivasan	Video	IIT Madras	Select Introduction to VLSI Design Combinational Circuit Design Programmable Logic Devices Programmable Array Logic Review of Flip-Flops Sequential Circuits Sequential Circuit Design MSI Implementation of Sequential Circuits Design of Sequential Circuits using One Hot Controller Verilog Modeling of Combinational Circuits Modeling of Verilog Sequential Circuits - Core Statements Modeling of Verilog Sequential Circuits - Core Statements(Contd) RTL Coding Guidelines Coding Organization - Complete Realization Coding Organization - Complete Realization (Contd) Writing a Test Bench System Design using ASM Chart Example of System Design using ASM Chart Examples of System Design using Sequential Circuits Examples of System Design using Sequential Circuits (Contd) Microprogrammed Design Microprogrammed Design (Continued) Design Flow of VLSI Circuits Simulation of Combinational Circuits Simulation of Combinational and Sequential Circuits Analysis of Waveforms using Modelsim Analysis of Waveforms using Modelsim (Continued) ModelSim Simulation Tool Synthesis Tool Synthesis Tool (Continued) Synplify Tool - Schematic Circuit Diagram View Technology View using Synplify Tool Synopsys Full and Parallel Cases Xilinx Place & Route Tool Xilinx Place & Route Tool (Continued) PCI Arbiter Design using ASM Chart Design of Memories - ROM Design of Memories- RAM Design of External RAM Design of Arithmetic Circuits Design of Arithmetic Circuits (Continued) Design of Arithmetic Circuits (Continued) System Design Examples System Design Examples (Continued) System Design Examples (Continued) System Design Examples (Continued) System Design Examples (Continued) System Design Examples using FPGA Board System Design Examples using FPGA Board (Continued) Advanced Features of Xilinx Project Navigator System Design Examples using FPGA Board (Continued) System Design Examples using FPGA Board (Continued) System Design Examples using FPGA Board (Continued) System Design Examples using FPGA Board (Continued) Project Design Suggested for FPGA/ASIC Implementations
117106093	Electronics & Communication Engineering	VLSI Technology	Dr. Nandita Dasgupta	Video	IIT Madras	Select Introduction on VLSI Design Bipolar Junction Transistor Fabrication MOSFET Fabrication for IC Crystal Structure of Si Crystal Structure contd Defects in Crystal + Crystal growth Crystal growth Contd + Epitaxy I Epitaxy II - Vapour phase Epitaxy Epitaxy III - Doping during Epitaxy Molecular beam Epitaxy Oxidation I - Kinetics of Oxidation Oxidation II Oxidation rate constants Oxidation III - Dopant Redistribution Oxidation IV - Oxide Charges Diffusion I - Theory of Diffusion Diffusion II - Infinite Source Diffusion III - Actual Doping Profiles Diffusion IV Diffusion Systems Ion - Implantation Process Ion - Implantation Process Annealing of Damages Masking during Implantation Lithography - I Lithography - II Wet Chemical Etching Dry Etching Plasma Etching Systems Etching of Si,Sio2,SiN and other materials Plasma Deposition Process Metallization - I Problems in Aluminium Metal contacts IC BJT - From junction isolation to LOCOS Problems in LOCOS + Trench isolation More about BJT Fabrication and Realization Circuits + Transistors in ECL Circuits MOSFET I - Metal gate vs. Self-aligned Poly-gate MOSFET II Tailoring of Device Parameters CMOS Technology Latch - up in CMOS BICMOS Technology
117108037	Electronics & Communication Engineering	Biophotonics	Dr. Manoj Varma	Web	IISc Bangalore	Select Introduction Geometric Optics Wave Optics I Wave Optics II Magnetic Waves: EM Optics I Electro-Magnetic Waves: EM Optics II Photons Light Matter Interactions & Lasers Spectroscopies Optoelectronics Basic Microscopy Fluorescence Imaging Focal Volume Reduction Fluorescence Techniques Biomedical Imaging Optical Manipulation Biosensors Overview Labeled DNA Sensors Bio-Patterning Methods Microarrays Label Free Biosensors Useful References
117108038	Electronics & Communication Engineering	Circuits for Analog System Design	Prof. M.K. Gunasekaran	Video	IISc Bangalore	Select Transistor Amplifier Transistor Op-amp and Transistor Based Voltage Regulator Some applications of transistor -1 Some applications of transistor - II Transformer design & Heat sink design Op-amp Based Linear Voltage Regulator Short circuit protection for linear power supply Temperature indicator design using Op-amp On & off Temperature controller design Proportional Temperature Controller Design PID - Temperature Controller Design Heater Drive for Various Temperature Controllers Short Circuit Protection of Power MOSFET Error budgeting for temperature Indicator PID Temperature Controllers with Error Budgeting Error Budgeting for Constant Current Sources Error Budgeting for Thermo Couple Amplifier Error Budgeting for Op amp Circuits Gain Error Calculation in Op amp Circuits Input Resistance Calculations for Op amp Output Resistance Calculations for Op amp Error Budgeting for Different Circuits 4-20 mA current Transmitter design Error budgeting for 4-20mA Current Transmitters LVDT Based Current Transmitters Constant Current Source Design 4-20 MA Based Temperature Transmitter 3-Wire Current Transmitter Various Resistance Measurement Techniques Ratio Transformer Technique to Measure Resistance and capacitance Capacitive Sensor Circuit Design Examples Capacitive Sensor Circuit With High Impedance Amplifier AC- applications of the Op-Amp and Lock in Amplifier Design Design of lock in Amplifier Circuit with example Dual Slopes ADC � Design Examples Dual Slope ADC and Successor approximation ADC MC based ADC Digital to analog Converter design and working, Flash ADC Flash ADC and ADC Converter errors Sigma delta ADC working Principle
117108044	Electronics & Communication Engineering	Error Correcting Codes	Prof. P. Vijay Kumar	Video	IISc Bangalore	Select Course Overview & Basics Example Codes and their Parameters Mathematical Preliminaries: Groups Subgroups and Equivalence Relations Cosets, Rings & Fields Vector Spaces, Linear Independence and Basis Linear Codes, & Linear independence Spanning & Basis The Dual Code Systematic Generator Matrix Minimum Distance of a Linear Code Bounds on the size of a Code Asymptotic Bounds Standard Array Decoding Performance Analysis of the SAD State and Trellis The Viterbi Decoder Catastrophic Error Propagation Path Enumeration Viterbi Decoder over the AWGN Channel Generalized Distributive Law The MPF Problem Further Examples of the MPF Problem Junction Trees Example of Junction Tree Construction Message passing on the Junction tree GDL Approach to Decoding Convolutional Codes ML Code-Symbol Decoding of the Convolutional Code LDPC Codes LDPC Code Terminology Gallager Decoding Algorithm A BP Decoding of LDPC Codes BP Decoding (Continued) Density Evolution under BP decoding Convergence & Concentration Theorem � LDPC Codes A Construction for Finite Fields Finite Fields: A Deductive Approach Deductive Approach to Finite Fields Subfields of a Finite field Transform Approach to Cyclic Codes Estimating the Parameters of a Cyclic Code Decoding Cyclic Codes
117108048	Electronics & Communication Engineering	Pattern Recognition	Prof. P.S. Sastry	Video	IISc Bangalore	Select Introduction to Statistical Pattern Recognition Overview of Pattern Classifiers The Bayes Classifier for minimizing Risk Estimating Bayes Error; Minimax and Neymann-Pearson classifiers Implementing Bayes Classifier; Estimation of Class Conditional Densities Maximum Likelihood estimation of different densities Bayesian estimation of parameters of density functions, MAP estimates Bayesian Estimation examples; the exponential family of densities and ML estimates Sufficient Statistics; Recursive formulation of ML and Bayesian estimates Mixture Densities, ML estimation and EM algorithm Convergence of EM algorithm; overview of Nonparametric density estimation Convergence of EM algorithm, Overview of Nonparametric density estimation Nonparametric estimation, Parzen Windows, nearest neighbour methods Linear Discriminant Functions; Perceptron -- Learning Algorithm and convergence proof Linear Least Squares Regression; LMS algorithm AdaLinE and LMS algorithm; General nonliner least-squares regression Logistic Regression; Statistics of least squares method; Regularized Least Squares Fisher Linear Discriminant Linear Discriminant functions for multi-class case; multi-class logistic regression Learning and Generalization; PAC learning framework Overview of Statistical Learning Theory; Empirical Risk Minimization Consistency of Empirical Risk Minimization Consistency of Empirical Risk Minimization; VC-Dimension Complexity of Learning problems and VC-Dimension VC-Dimension Examples; VC-Dimension of hyperplanes Overview of Artificial Neural Networks Multilayer Feedforward Neural networks with Sigmoidal activation functions; Backpropagation Algorithm; Representational abilities of feedforward networks Feedforward networks for Classification and Regression; Backpropagation in Practice Radial Basis Function Networks; Gaussian RBF networks Learning Weights in RBF networks; K-means clustering algorithm Support Vector Machines -- Introduction, obtaining the optimal hyperplane SVM formulation with slack variables; nonlinear SVM classifiers Kernel Functions for nonlinear SVMs; Mercer and positive definite Kernels Support Vector Regression and ?-insensitive Loss function, examples of SVM learning Overview of SMO and other algorithms for SVM; ?-SVM and ?-SVR; SVM as a risk minimizer Positive Definite Kernels; RKHS; Representer Theorem Feature Selection and Dimensionality Reduction; Principal Component Analysis No Free Lunch Theorem; Model selection and model estimation; Bias-variance trade-off Assessing Learnt classifiers; Cross Validation; Bootstrap, Bagging and Boosting; Classifier Ensembles; AdaBoost Risk minimization view of AdaBoost
117106090	Electronics & Communication Engineering	Principles of Communication	Prof. V. Venkat Rao	Web	IIT Madras	Select contents
117105101	Electronics & Communication Engineering	Pattern Recognition and Application	Prof. V. Balakrishnan	Video	IIT Madras	Select Lecture-01 Lecture-02 Lecture-03 Lecture-04 Lecture-05 Lecture-06 Lecture-07 Lecture-08 Lecture-09 Lecture-10 Lecture-11 Lecture-12 Lecture-13 Lecture-14 Lecture-15 Lecture-16 Lecture-17 Lecture-18 Lecture-19 Lecture-20 Lecture-21 Lecture-22 Lecture-23 Lecture-24 Lecture-25 Lecture-26 Lecture-27 Lecture-28 Lecture-29 Lecture-30 Lecture-31 Lecture-32 Lecture-33 Lecture-34 Lecture-35 Lecture-36 Lecture-37 Lecture-38 Lecture-39 Lecture-40