├── 00_AIM_Quicklinks └── README.md ├── 00_LLME_Challenge ├── LLME_Challenge.ipynb └── README.md ├── 01_Kickoff_Model_Evolution └── README.md ├── 02_The_Transformer ├── Encoder_Decoder_Transformer_from_Scratch_Assignment_Version.ipynb ├── Encoder_Decoder_Transformer_from_Scratch_Hardmode_Assignment_Version.ipynb └── README.md ├── 03_Attention ├── Focusing_in_on_Attention_Transformer_from_Scratch_Assignment_Version.ipynb ├── Focusing_in_on_Attention_Transformer_from_Scratch_Hardmode_Version.ipynb └── README.md ├── 04_Embeddings ├── README.md ├── Training_Emebddings_From_Scratch_&_Fine_tuning_Embedding_Models_Assignment.ipynb └── Training_Emebddings_From_Scratch_&_Fine_tuning_Embedding_Models_Coding_Assignment.ipynb ├── 05_Next-Token-Prediction ├── Decoding_From_Logits_to_the_Speculative_Decoding_and_Guard_Rails.ipynb ├── Decoding_From_Logits_to_the_Speculative_Decoding_and_Guard_Rails_Hardmode.ipynb └── README.md ├── 06_Pre-Training ├── README.md ├── The_Loss_Function_in_LLMs_Cross_Entropy_Assignment.ipynb ├── The_Loss_Function_in_LLMs_Cross_Entropy_Hardmode.ipynb └── Using_Hugging_Face_transformers_to_Load_and_Run_a_Model_AIM_Assignment.ipynb ├── 07_Fine-tuning └── README.md ├── 08_Alignment └── README.md ├── 09_Alignment_II └── README.md ├── 10_Cool_Session └── README.md └── README.md /00_AIM_Quicklinks/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/00_AIM_Quicklinks/README.md -------------------------------------------------------------------------------- /00_LLME_Challenge/LLME_Challenge.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/00_LLME_Challenge/LLME_Challenge.ipynb -------------------------------------------------------------------------------- /00_LLME_Challenge/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/00_LLME_Challenge/README.md -------------------------------------------------------------------------------- /01_Kickoff_Model_Evolution/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/01_Kickoff_Model_Evolution/README.md -------------------------------------------------------------------------------- /02_The_Transformer/Encoder_Decoder_Transformer_from_Scratch_Assignment_Version.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/02_The_Transformer/Encoder_Decoder_Transformer_from_Scratch_Assignment_Version.ipynb -------------------------------------------------------------------------------- /02_The_Transformer/Encoder_Decoder_Transformer_from_Scratch_Hardmode_Assignment_Version.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/02_The_Transformer/Encoder_Decoder_Transformer_from_Scratch_Hardmode_Assignment_Version.ipynb -------------------------------------------------------------------------------- /02_The_Transformer/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/02_The_Transformer/README.md -------------------------------------------------------------------------------- /03_Attention/Focusing_in_on_Attention_Transformer_from_Scratch_Assignment_Version.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/03_Attention/Focusing_in_on_Attention_Transformer_from_Scratch_Assignment_Version.ipynb -------------------------------------------------------------------------------- /03_Attention/Focusing_in_on_Attention_Transformer_from_Scratch_Hardmode_Version.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/03_Attention/Focusing_in_on_Attention_Transformer_from_Scratch_Hardmode_Version.ipynb -------------------------------------------------------------------------------- /03_Attention/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/03_Attention/README.md -------------------------------------------------------------------------------- /04_Embeddings/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/04_Embeddings/README.md -------------------------------------------------------------------------------- /04_Embeddings/Training_Emebddings_From_Scratch_&_Fine_tuning_Embedding_Models_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/04_Embeddings/Training_Emebddings_From_Scratch_&_Fine_tuning_Embedding_Models_Assignment.ipynb -------------------------------------------------------------------------------- /04_Embeddings/Training_Emebddings_From_Scratch_&_Fine_tuning_Embedding_Models_Coding_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/04_Embeddings/Training_Emebddings_From_Scratch_&_Fine_tuning_Embedding_Models_Coding_Assignment.ipynb -------------------------------------------------------------------------------- /05_Next-Token-Prediction/Decoding_From_Logits_to_the_Speculative_Decoding_and_Guard_Rails.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/05_Next-Token-Prediction/Decoding_From_Logits_to_the_Speculative_Decoding_and_Guard_Rails.ipynb -------------------------------------------------------------------------------- /05_Next-Token-Prediction/Decoding_From_Logits_to_the_Speculative_Decoding_and_Guard_Rails_Hardmode.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/05_Next-Token-Prediction/Decoding_From_Logits_to_the_Speculative_Decoding_and_Guard_Rails_Hardmode.ipynb -------------------------------------------------------------------------------- /05_Next-Token-Prediction/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/05_Next-Token-Prediction/README.md -------------------------------------------------------------------------------- /06_Pre-Training/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/06_Pre-Training/README.md -------------------------------------------------------------------------------- /06_Pre-Training/The_Loss_Function_in_LLMs_Cross_Entropy_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/06_Pre-Training/The_Loss_Function_in_LLMs_Cross_Entropy_Assignment.ipynb -------------------------------------------------------------------------------- /06_Pre-Training/The_Loss_Function_in_LLMs_Cross_Entropy_Hardmode.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/06_Pre-Training/The_Loss_Function_in_LLMs_Cross_Entropy_Hardmode.ipynb -------------------------------------------------------------------------------- /06_Pre-Training/Using_Hugging_Face_transformers_to_Load_and_Run_a_Model_AIM_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/06_Pre-Training/Using_Hugging_Face_transformers_to_Load_and_Run_a_Model_AIM_Assignment.ipynb -------------------------------------------------------------------------------- /07_Fine-tuning/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/07_Fine-tuning/README.md -------------------------------------------------------------------------------- /08_Alignment/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/08_Alignment/README.md -------------------------------------------------------------------------------- /09_Alignment_II/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/09_Alignment_II/README.md -------------------------------------------------------------------------------- /10_Cool_Session/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/10_Cool_Session/README.md -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AI-Maker-Space/LLM-Engineering-Foundations-to-SLMs-Open-Source/HEAD/README.md --------------------------------------------------------------------------------