Media Storage Type : 32 GB USB Stick
NPTEL Subject Matter Expert : Prof. Sharba Bahdyopadhyay
NPTEL Co-ordinating Institute : IIT Kharagpur
NPTEL Lecture Count : 60
NPTEL Course Size : 5.1 GB
NPTEL PDF Text Transcription : Available and Included
NPTEL Subtitle Transcription : Available and Included (SRT)
Lecture Titles:
Lecture 1 - Neuron Structure
Lecture 2 - Networks of Neurons and Synapses
Lecture 3 - Basic Structures in the Brain
Lecture 4 - Systems of neural processing
Lecture 5 - Methods of Recording Neural Activity
Lecture 6 - Membrane Potential and All or None Spike
Lecture 7 - Patch Clamp Measurements
Lecture 8 - Ion channels
Lecture 9 - Current injection: Synapses
Lecture 10 - Single Neuron Acitivity
Lecture 11 - Point and compartmental models of neurons
Lecture 12 - Hodgkin Huxley Equations - I
Lecture 13 - Hodgkin Huxley Equations - II
Lecture 14 - Reducing the HHE and Moris-Lecar Equations (MLE)
Lecture 15 - Properties of MLE
Lecture 16 - Phase Plane Analysis - I
Lecture 17 - Phase Plane Analysis - II
Lecture 18 - Phase Plane Analysis - III
Lecture 19 - Analysing HHE with Phase Plane Analysis - I
Lecture 20 - Analysing HHE with Phase Plane Analysis - II
Lecture 21 - Random variables and random process
Lecture 22 - Spike train statistics and response measure
Lecture 23 - Receptive fields and models of receptive fields
Lecture 24 - Stimulus to Response mapping (Coding) - I
Lecture 25 - Stimulus to Response mapping (Coding) - II
Lecture 26 - Stimulus to Response Mapping (Coding) - III
Lecture 27 - Response to Stimulus Mapping (Decoding)
Lecture 28 - Basics of Information Theory - I
Lecture 29 - Basics of Information Theory - II
Lecture 30 - Maximally Informative Dimensions
Lecture 31 - Intro to Discrimination based methods
Lecture 32 - Kullback Leibler Distance
Lecture 33 - Measuring Spike Train Distances - I
Lecture 34 - Measuring Spike Train Distances - II
Lecture 35 - Signal and Noise Correlations
Lecture 36 - Statistical Methods in Discrimination
Lecture 37 - Single Cell Decoding - I: Two Alternative Forced Choice task in Monkeys
Lecture 38 - Single Cell Decoding - II: Using ROC Curves for discrimination
Lecture 39 - Single Cell Encoding - I: Operant Conditioning Task in Ferrets
Lecture 40 - Single Cell Encoding - II: Learning in avoidance and approach methods in Ferrets
Lecture 41 - Plasticity - Synaptic Transmission and Synaptic Strength
Lecture 42 - Ways of modification of Synaptic Strength
Lecture 43 - Type of Plasticity
Lecture 44 - Short Term Plasticity - I
Lecture 45 - Short Term Plasticity - II
Lecture 46 - Long Term Plasticity
Lecture 47 - Spike Time Dependent Plasticity
Lecture 48 - Hebbian Plasticity
Lecture 49 - BCM Rule
Lecture 50 - Synaptic Normalization
Lecture 51 - Adaptation
Lecture 52 - Models of Short Term Plasticity
Lecture 53 - Attention - I
Lecture 54 - Attention - II
Lecture 55 - Developmental Cicuits
Lecture 56 - Optimal Coding in Visual System
Lecture 57 - Optimal Coding in Auditory System
Lecture 58 - Optimal Coding of Deviant Stimuli in Development
Lecture 59 - Spike Timing Dependent Plasticity - a theoretical Perspective
Lecture 60 - Important Problems in Neuroscience