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Lec 37 SVM Formulation

Lec 37 SVM Formulation NPTEL - Indian Institute of Science, Bengaluru

471 views - 4 days ago

Lec 36 Max-Margin Classifier and SVM

Lec 36 Max-Margin Classifier and SVM NPTEL - Indian Institute of Science, Bengaluru

158 views - 4 days ago

Lec 35 Stochastic Gradient Descent as a Regularizer

Lec 35 Stochastic Gradient Descent as a Regularizer NPTEL - Indian Institute of Science, Bengaluru

192 views - 4 days ago

Lec 34 Regularized ERM and MAP Estimate

Lec 34 Regularized ERM and MAP Estimate NPTEL - Indian Institute of Science, Bengaluru

141 views - 4 days ago

Lec 33 Regularization

Lec 33 Regularization NPTEL - Indian Institute of Science, Bengaluru

247 views - 4 days ago

Lec 60 Concluding Lecture

Lec 60 Concluding Lecture NPTEL - Indian Institute of Science, Bengaluru

66 views - 6 days ago

Lec 59 Composition of the Oceans – III

Lec 59 Composition of the Oceans – III NPTEL - Indian Institute of Science, Bengaluru

32 views - 6 days ago

Lec 58 Composition of the Oceans – II

Lec 58 Composition of the Oceans – II NPTEL - Indian Institute of Science, Bengaluru

9 views - 6 days ago

Lec 57 Composition of the Oceans

Lec 57 Composition of the Oceans NPTEL - Indian Institute of Science, Bengaluru

15 views - 6 days ago

Lec 56 Groundwater Chemistry - II

Lec 56 Groundwater Chemistry - II NPTEL - Indian Institute of Science, Bengaluru

11 views - 6 days ago

Lec 55 Groundwater Chemistry

Lec 55 Groundwater Chemistry NPTEL - Indian Institute of Science, Bengaluru

6 views - 6 days ago

Lec 54 Eutrophication in Lakes

Lec 54 Eutrophication in Lakes NPTEL - Indian Institute of Science, Bengaluru

11 views - 6 days ago

Lec 53 River Water Chemistry – Continued

Lec 53 River Water Chemistry – Continued NPTEL - Indian Institute of Science, Bengaluru

6 views - 6 days ago

Lec 52 River Water Chemistry

Lec 52 River Water Chemistry NPTEL - Indian Institute of Science, Bengaluru

5 views - 6 days ago

Lec 51 Precipitation Chemistry

Lec 51 Precipitation Chemistry NPTEL - Indian Institute of Science, Bengaluru

20 views - 6 days ago

Lec 50 Organic Chemistry in Aquatic Systems

Lec 50 Organic Chemistry in Aquatic Systems NPTEL - Indian Institute of Science, Bengaluru

7 views - 6 days ago

Lec 49 Tracer – Metal Isotopes – I

Lec 49 Tracer – Metal Isotopes – I NPTEL - Indian Institute of Science, Bengaluru

6 views - 6 days ago

Lec 48 Tracer – Metal Isotopes

Lec 48 Tracer – Metal Isotopes NPTEL - Indian Institute of Science, Bengaluru

4 views - 6 days ago

Lec 47 Tracer – Carbon & Nitrogen Isotopes

Lec 47 Tracer – Carbon & Nitrogen Isotopes NPTEL - Indian Institute of Science, Bengaluru

13 views - 6 days ago

Lec 46 Tracer – Carbon Isotopes

Lec 46 Tracer – Carbon Isotopes NPTEL - Indian Institute of Science, Bengaluru

8 views - 6 days ago

Lec 65 GANs and Diffusion models demo -TA

Lec 65 GANs and Diffusion models demo -TA NPTEL - Indian Institute of Science, Bengaluru

322 views - 6 days ago

Lec 64 Diffusion Models for Generative Modelling

Lec 64 Diffusion Models for Generative Modelling NPTEL - Indian Institute of Science, Bengaluru

73 views - 6 days ago

Lec 63 LLMs demo -TA

Lec 63 LLMs demo -TA NPTEL - Indian Institute of Science, Bengaluru

47 views - 6 days ago

Lec 62 Evaluation, Benchmarking, and Impact of Foundation Models

Lec 62 Evaluation, Benchmarking, and Impact of Foundation Models NPTEL - Indian Institute of Science, Bengaluru

50 views - 6 days ago

Lec 61 Reasoning, Retrieval, and Efficiency in Post-trained LLMs

Lec 61 Reasoning, Retrieval, and Efficiency in Post-trained LLMs NPTEL - Indian Institute of Science, Bengaluru

26 views - 6 days ago

Lec 60 Reinforcement Learning for Aligning Large Language Models

Lec 60 Reinforcement Learning for Aligning Large Language Models NPTEL - Indian Institute of Science, Bengaluru

26 views - 6 days ago

Lec 59 Pre-training and Instruction Tuning of Large Language Models

Lec 59 Pre-training and Instruction Tuning of Large Language Models NPTEL - Indian Institute of Science, Bengaluru

50 views - 6 days ago

Lec 58 Large Language Models: Tokenization, Generation, and Sampling

Lec 58 Large Language Models: Tokenization, Generation, and Sampling NPTEL - Indian Institute of Science, Bengaluru

30 views - 6 days ago

Lec 57 In-context learning and Self-Supervised Learning in LLMs

Lec 57 In-context learning and Self-Supervised Learning in LLMs NPTEL - Indian Institute of Science, Bengaluru

25 views - 6 days ago

Lec 56 Transformer Architectures and Attention Mechanisms

Lec 56 Transformer Architectures and Attention Mechanisms NPTEL - Indian Institute of Science, Bengaluru

35 views - 6 days ago

Lec 55 Foundations of Language Modeling and Transformers

Lec 55 Foundations of Language Modeling and Transformers NPTEL - Indian Institute of Science, Bengaluru

58 views - 6 days ago

Lec 54 Hands-on implemenation of Autoencoders

Lec 54 Hands-on implemenation of Autoencoders NPTEL - Indian Institute of Science, Bengaluru

91 views - 6 days ago

Lec 53 Reparameterization Trick

Lec 53 Reparameterization Trick NPTEL - Indian Institute of Science, Bengaluru

47 views - 6 days ago

Lec 52 VAE Architecture - Decoder part

Lec 52 VAE Architecture - Decoder part NPTEL - Indian Institute of Science, Bengaluru

24 views - 6 days ago

Lec 51 VAE Architecture - Encoder part

Lec 51 VAE Architecture - Encoder part NPTEL - Indian Institute of Science, Bengaluru

22 views - 6 days ago

Lec 50 Types of Autoencoders

Lec 50 Types of Autoencoders NPTEL - Indian Institute of Science, Bengaluru

29 views - 6 days ago

Lec 49 Introduction to Autoencoders

Lec 49 Introduction to Autoencoders NPTEL - Indian Institute of Science, Bengaluru

33 views - 6 days ago

Lec 48 Hands-on implementation of RNN in NLP application

Lec 48 Hands-on implementation of RNN in NLP application NPTEL - Indian Institute of Science, Bengaluru

26 views - 6 days ago

Lec 47 Word Embeddings in NLP

Lec 47 Word Embeddings in NLP NPTEL - Indian Institute of Science, Bengaluru

32 views - 6 days ago

Lec 46 Discrete and Distributed Word Representation

Lec 46 Discrete and Distributed Word Representation NPTEL - Indian Institute of Science, Bengaluru

23 views - 6 days ago

Lec 45 Text Preprocessing and Text Representations

Lec 45 Text Preprocessing and Text Representations NPTEL - Indian Institute of Science, Bengaluru

28 views - 6 days ago

Lec 44 Introduction to NLP

Lec 44 Introduction to NLP NPTEL - Indian Institute of Science, Bengaluru

33 views - 6 days ago

Lec 43 Hands-on implementation of LSTM

Lec 43 Hands-on implementation of LSTM NPTEL - Indian Institute of Science, Bengaluru

40 views - 6 days ago

Lec 42 LSTM with attention

Lec 42 LSTM with attention NPTEL - Indian Institute of Science, Bengaluru

37 views - 6 days ago

Lec 41 LSTM-Encoder Decoder Structure

Lec 41 LSTM-Encoder Decoder Structure NPTEL - Indian Institute of Science, Bengaluru

80 views - 6 days ago

Lec 40 Gated Recurrent Unit

Lec 40 Gated Recurrent Unit NPTEL - Indian Institute of Science, Bengaluru

36 views - 6 days ago

Lec 39 Introduction to LSTM

Lec 39 Introduction to LSTM NPTEL - Indian Institute of Science, Bengaluru

79 views - 6 days ago

Lec 50 Applications of Fourier analysis on finite groups

Lec 50 Applications of Fourier analysis on finite groups NPTEL - Indian Institute of Science, Bengaluru

144 views - 1 week ago

Lec 49 Fourier analysis on nonabeilian groups

Lec 49 Fourier analysis on nonabeilian groups NPTEL - Indian Institute of Science, Bengaluru

75 views - 1 week ago

Lec 48 Fourier inversion

Lec 48 Fourier inversion NPTEL - Indian Institute of Science, Bengaluru

25 views - 1 week ago

Lec 47 Fourier analysis on finite groups

Lec 47 Fourier analysis on finite groups NPTEL - Indian Institute of Science, Bengaluru

20 views - 1 week ago

Lec 46 Mackey's irreducibility criterion

Lec 46 Mackey's irreducibility criterion NPTEL - Indian Institute of Science, Bengaluru

54 views - 1 week ago

Lec 45 Mackey's restrcition formula

Lec 45 Mackey's restrcition formula NPTEL - Indian Institute of Science, Bengaluru

19 views - 1 week ago

Lec 44 Frobenius reciprocity

Lec 44 Frobenius reciprocity NPTEL - Indian Institute of Science, Bengaluru

18 views - 1 week ago

Lec 43 Induced representation

Lec 43 Induced representation NPTEL - Indian Institute of Science, Bengaluru

14 views - 1 week ago

Lec 42 Frobenius theorem

Lec 42 Frobenius theorem NPTEL - Indian Institute of Science, Bengaluru

21 views - 1 week ago

Lec 41 Density theorem

Lec 41 Density theorem NPTEL - Indian Institute of Science, Bengaluru

12 views - 1 week ago

Lec 40 Alternate proof of orthogonality of irreducible characters

Lec 40 Alternate proof of orthogonality of irreducible characters NPTEL - Indian Institute of Science, Bengaluru

12 views - 1 week ago

Lec 39 Graded character of Symmetric tensor algebra and exterior algebra

Lec 39 Graded character of Symmetric tensor algebra and exterior algebra NPTEL - Indian Institute of Science, Bengaluru

15 views - 1 week ago

Lec 38 G-action on Symmetric and exterior tensor product

Lec 38 G-action on Symmetric and exterior tensor product NPTEL - Indian Institute of Science, Bengaluru

20 views - 1 week ago