1:01:44LLMs | Advanced Attention Mechanisms-I | Lec 8.1
A 62-minute video from LCS2: “LLMs | Advanced Attention Mechanisms-I | Lec 8.1”.
LCS2
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1:01:44
47:41LLMs | Advanced Attention Mechanisms-II | Lec 8.2
A 48-minute video from LCS2: “LLMs | Advanced Attention Mechanisms-II | Lec 8.2”.
41:28LLMs | Alignment of Language Models: Contrastive Learning | Lec 13.3
A 41-minute video from LCS2: “LLMs | Alignment of Language Models: Contrastive Learning | Lec 13.3”.
48:14LLMs | Alignment of Language Models: Reward Maximization-I | Lec 13.1
A 48-minute video from LCS2: “LLMs | Alignment of Language Models: Reward Maximization-I | Lec 13.1”.
50:09LLMs | Alignment of Language Models: Reward Maximization-II | Lec 13.2
A 50-minute video from LCS2: “LLMs | Alignment of Language Models: Reward Maximization-II | Lec 13.2”.
24:58LLMs | Editing Factual Knowledge in Language Models | Lec 21.2
A 25-minute video from LCS2: “LLMs | Editing Factual Knowledge in Language Models | Lec 21.2”.
54:05LLMs | Efficient LLM Decoding-I | Lec15.1
A 54-minute video from LCS2: “LLMs | Efficient LLM Decoding-I | Lec15.1”.
52:54LLMs | Efficient LLM Decoding-II | Lec15.2
A 53-minute video from LCS2: “LLMs | Efficient LLM Decoding-II | Lec15.2”.
24:10LLMs | GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors | Lec 21.4
A 24-minute video from LCS2: “LLMs | GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors | Lec 21.4”.
34:36LLMs | Instruction Tuning | Lec 12.2
A 35-minute video from LCS2: “LLMs | Instruction Tuning | Lec 12.2”.
1:03:10LLMs | Interpretability: Demystifying the Black-Box LMs | Lec 24
A 63-minute video from LCS2: “LLMs | Interpretability: Demystifying the Black-Box LMs | Lec 24”.
1:27:44LLMs | Intro to Transformer: Positional Encoding and Layer Normalization | Lec 6.2
A 88-minute video from LCS2: “LLMs | Intro to Transformer: Positional Encoding and Layer Normalization | Lec 6.2”.
45:14LLMs | Introduction and Recent Advances | Lec 01
A 45-minute video from LCS2: “LLMs | Introduction and Recent Advances | Lec 01”.
54:21LLMs | Introduction to Language Models| Lec 3.1
A 54-minute video from LCS2: “LLMs | Introduction to Language Models| Lec 3.1”.
58:14LLMs | Introduction to Natural Language Processing | Lec 02
A 58-minute video from LCS2: “LLMs | Introduction to Natural Language Processing | Lec 02”.
1:02:01LLMs | Introduction to Transformer: Self & Multi-Head Attention | Lec 6.1
A 62-minute video from LCS2: “LLMs | Introduction to Transformer: Self & Multi-Head Attention | Lec 6.1”.
1:03:59LLMs | LLMs and Tools: Agentic Workflow | Lec 18.3
A 64-minute video from LCS2: “LLMs | LLMs and Tools: Agentic Workflow | Lec 18.3”.
55:15LLMs | LLMs and Tools: Function Calling | Lec 18.2
A 55-minute video from LCS2: “LLMs | LLMs and Tools: Function Calling | Lec 18.2”.
53:36LLMs | LLMs and Tools: Tool Augmentation | Lec 18.1
A 54-minute video from LCS2: “LLMs | LLMs and Tools: Tool Augmentation | Lec 18.1”.
57:06LLMs | Language Models: Advanced Smoothing & Evaluation | Lec 3.2
A 57-minute video from LCS2: “LLMs | Language Models: Advanced Smoothing & Evaluation | Lec 3.2”.
52:01LLMs | Long Context LLMs: Challenges & Solutions | Lec 20
A 52-minute video from LCS2: “LLMs | Long Context LLMs: Challenges & Solutions | Lec 20”.
35:01LLMs | Mixture of Experts(MoE) - I | Lec 10.1
A 35-minute video from LCS2: “LLMs | Mixture of Experts(MoE) - I | Lec 10.1”.
1:10:53LLMs | Mixture of Experts(MoE) - II | Lec 10.2
A 71-minute video from LCS2: “LLMs | Mixture of Experts(MoE) - II | Lec 10.2”.
46:10LLMs | Multimodal Models-I | Lec17.1
A 46-minute video from LCS2: “LLMs | Multimodal Models-I | Lec17.1”.
1:01:44LLMs | Multimodal Models-I | Lec17.2
A 62-minute video from LCS2: “LLMs | Multimodal Models-I | Lec17.2”.
37:52LLMs | Neural Language Models: LSTM and GRU | Lec 5.2
A 38-minute video from LCS2: “LLMs | Neural Language Models: LSTM and GRU | Lec 5.2”.
40:37LLMs | Neural Language Models: RNNs | Lec 5.1
A 41-minute video from LCS2: “LLMs | Neural Language Models: RNNs | Lec 5.1”.
44:29LLMs | Neural Language Models: Seq2Seq and Attention | Lec 5.3
A 44-minute video from LCS2: “LLMs | Neural Language Models: Seq2Seq and Attention | Lec 5.3”.
1:03:11LLMs | Parameter Efficient Fine-Tuning (PEFT) | Lec 14.1
A 63-minute video from LCS2: “LLMs | Parameter Efficient Fine-Tuning (PEFT) | Lec 14.1”.
48:49LLMs | Pre-training Strategies | ELMo & BERT | Lec 7
A 49-minute video from LCS2: “LLMs | Pre-training Strategies | ELMo & BERT | Lec 7”.
47:11LLMs | Pre-training of Causal LMs and In-context Learning | Lec 12.1
A 47-minute video from LCS2: “LLMs | Pre-training of Causal LMs and In-context Learning | Lec 12.1”.
57:11LLMs | Quantization, Pruning & Distillation | Lec 14.2
A 57-minute video from LCS2: “LLMs | Quantization, Pruning & Distillation | Lec 14.2”.
37:19LLMs | ROME: Locating and Editing Factual Associations in GPT | Lec 21.3
A 37-minute video from LCS2: “LLMs | ROME: Locating and Editing Factual Associations in GPT | Lec 21.3”.
1:13:45LLMs | Reasoning in LLMs | Lec 19
A 74-minute video from LCS2: “LLMs | Reasoning in LLMs | Lec 19”.
1:02:43LLMs | Retrieval-based Language Models-I | Lec16.1
A 63-minute video from LCS2: “LLMs | Retrieval-based Language Models-I | Lec16.1”.
58:36LLMs | Retrieval-based Language Models-II | Lec16.2
A 59-minute video from LCS2: “LLMs | Retrieval-based Language Models-II | Lec16.2”.