Download [LinkedIn] Foundational Math for Gen AI Understanding LLMs and Transformers through Practical Apps 2025 VO 720p WEB x264 Torrent

Torrent Contents Size: 405.01 MB

[LinkedIn] Foundational Math for Gen AI Understanding LLMs and Transformers through Practical Apps 2025 VO 720p WEB x264

01 - Introduction

01 - Intro to foundational math for generative AI.mp4	MP4	3.37 MB
02 - Getting the most out of this course.mp4	MP4	6.6 MB
03 - Version check.mp4	MP4	2.25 MB

02 - 1. Introduction to Math for GenAI and Attention Basics

01 - Why LLMs and attention matter.mp4	MP4	9.16 MB
02 - RNNs and the context bottleneck problem.mp4	MP4	9.95 MB
03 - Demo Building a simple RNN model for sentiment analysis.mp4	MP4	35.46 MB
04 - Introduction to attention Bahdanau’s solution.mp4	MP4	20.77 MB
05 - Demo Adding attention to an RNN model.mp4	MP4	21.1 MB
06 - Solution Implement Bahdanau's attention.mp4	MP4	75.23 MB

03 - 2. Transformers Removing RNNs for More Efficient Models

01 - From RNNs to transformers.mp4	MP4	14.92 MB
02 - Understanding self-attention in transformers.mp4	MP4	14.75 MB
03 - Multi-head attention and positional encoding.mp4	MP4	12.88 MB
04 - Building a transformer model for sentiment analysis.mp4	MP4	19.7 MB
05 - Solution Build a two-layer transformer encoder.mp4	MP4	27.43 MB

04 - 3. Deep Dive into LLMs and Model Fine-Tuning

01 - The three types of LLMs.mp4	MP4	24.36 MB
02 - Special decoder-only models.mp4	MP4	29.74 MB
03 - Explaining encoder-only models like BERT.mp4	MP4	11.03 MB
04 - Fine-tuning DistilBERT for sentiment analysis.mp4	MP4	14.77 MB
05 - Attention masks in transformers.mp4	MP4	12.83 MB
06 - Solution Detect irony and climate stance in TweetEval.mp4	MP4	34.66 MB

05 - Conclusion

01 - Course summary and next steps.mp4

MP4

3.51 MB

Ex_Files_Foundation_Math_Generative_AI

Exercise Files

Chapter1Challenge_NMT_with_Attention.ipynb	IPYNB	321.88 KB
Chapter1Demo1_RNNSentiment.ipynb	IPYNB	74.39 KB
Chapter1Demo2_AttentionSentiment.ipynb	IPYNB	23.68 KB
Chapter2Challenge_EncoderIrony.ipynb	IPYNB	128.41 KB
Chapter3Challenge_IronyClimate.ipynb	IPYNB	8.92 KB

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[LinkedIn] Foundational Math for Gen AI Understanding LLMs and Transformers through Practical Apps 2025 VO 720p WEB x264

Torrent Contents Size: 405.01 MB

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