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Title: GitHub - FareedKhan-dev/train-llm-from-scratch: A straightforward method for training your LLM, from downloading data to generating text. · GitHub

Open Graph Title: GitHub - FareedKhan-dev/train-llm-from-scratch: A straightforward method for training your LLM, from downloading data to generating text.

X Title: GitHub - FareedKhan-dev/train-llm-from-scratch: A straightforward method for training your LLM, from downloading data to generating text.

Description: A straightforward method for training your LLM, from downloading data to generating text. - FareedKhan-dev/train-llm-from-scratch

Open Graph Description: A straightforward method for training your LLM, from downloading data to generating text. - FareedKhan-dev/train-llm-from-scratch

X Description: A straightforward method for training your LLM, from downloading data to generating text. - FareedKhan-dev/train-llm-from-scratch

Opengraph URL: https://github.com/FareedKhan-dev/train-llm-from-scratch

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POST_TRAINING.mdhttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/POST_TRAINING.md
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READMEhttps://github.com/FareedKhan-dev/train-llm-from-scratch
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MIT licensehttps://github.com/FareedKhan-dev/train-llm-from-scratch
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https://fareedkhan-dev.github.io/train-llm-from-scratch/
GitHubhttps://github.com/FareedKhan-dev
Attention is All You Needhttps://arxiv.org/abs/1706.03762
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/00_pipeline.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#table-of-contents
Who this is forhttps://github.com/FareedKhan-dev/train-llm-from-scratch#who-this-is-for
Prerequisites and Training Timehttps://github.com/FareedKhan-dev/train-llm-from-scratch#prerequisites-and-training-time
Setuphttps://github.com/FareedKhan-dev/train-llm-from-scratch#setup
No GPU? Train on Your Laptophttps://github.com/FareedKhan-dev/train-llm-from-scratch#no-gpu-train-on-your-laptop
Code Structurehttps://github.com/FareedKhan-dev/train-llm-from-scratch#code-structure
Step 1: Preparing the Datahttps://github.com/FareedKhan-dev/train-llm-from-scratch#step-1-preparing-the-data
Step 2: The Model, Built From Small Pieceshttps://github.com/FareedKhan-dev/train-llm-from-scratch#step-2-the-model-built-from-small-pieces
Multi Layer Perceptron (MLP)https://github.com/FareedKhan-dev/train-llm-from-scratch#multi-layer-perceptron-mlp
Single Head Attentionhttps://github.com/FareedKhan-dev/train-llm-from-scratch#single-head-attention
Multi Head Attentionhttps://github.com/FareedKhan-dev/train-llm-from-scratch#multi-head-attention
The Transformer Blockhttps://github.com/FareedKhan-dev/train-llm-from-scratch#the-transformer-block
The Full Transformerhttps://github.com/FareedKhan-dev/train-llm-from-scratch#the-full-transformer
The Modern Version of the Same Modelhttps://github.com/FareedKhan-dev/train-llm-from-scratch#the-modern-version-of-the-same-model
Step 3: Pretraining the Base Modelhttps://github.com/FareedKhan-dev/train-llm-from-scratch#step-3-pretraining-the-base-model
Step 4: Generating Texthttps://github.com/FareedKhan-dev/train-llm-from-scratch#step-4-generating-text
Step 5: Post-Training, Turning a Base Model Into an Assistanthttps://github.com/FareedKhan-dev/train-llm-from-scratch#step-5-post-training-turning-a-base-model-into-an-assistant
SFT (Supervised Fine-Tuning)https://github.com/FareedKhan-dev/train-llm-from-scratch#sft-supervised-fine-tuning
The Reward Modelhttps://github.com/FareedKhan-dev/train-llm-from-scratch#the-reward-model
DPO, ORPO and KTOhttps://github.com/FareedKhan-dev/train-llm-from-scratch#dpo-orpo-and-kto
PPOhttps://github.com/FareedKhan-dev/train-llm-from-scratch#ppo
GRPO / RLVRhttps://github.com/FareedKhan-dev/train-llm-from-scratch#grpo--rlvr
Step 6: Evaluationhttps://github.com/FareedKhan-dev/train-llm-from-scratch#step-6-evaluation
Step 7: Talking to the Modelhttps://github.com/FareedKhan-dev/train-llm-from-scratch#step-7-talking-to-the-model
The Streamlit Control Panelhttps://github.com/FareedKhan-dev/train-llm-from-scratch#the-streamlit-control-panel
The Documentation Sitehttps://github.com/FareedKhan-dev/train-llm-from-scratch#the-documentation-site
Run the Whole Thinghttps://github.com/FareedKhan-dev/train-llm-from-scratch#run-the-whole-thing
Type Safety and Testshttps://github.com/FareedKhan-dev/train-llm-from-scratch#type-safety-and-tests
What's Nexthttps://github.com/FareedKhan-dev/train-llm-from-scratch#whats-next
https://github.com/FareedKhan-dev/train-llm-from-scratch#who-this-is-for
https://github.com/FareedKhan-dev/train-llm-from-scratch#prerequisites-and-training-time
OOP Videohttps://www.youtube.com/watch?v=Ej_02ICOIgs
Neural Network Videohttps://www.youtube.com/watch?v=Jy4wM2X21u0
Pytorch Videohttps://www.youtube.com/watch?v=V_xro1bcAuA
laptop trackhttps://github.com/FareedKhan-dev/train-llm-from-scratch#no-gpu-train-on-your-laptop
https://github.com/FareedKhan-dev/train-llm-from-scratch#setup
uvhttps://docs.astral.sh/uv/
https://github.com/FareedKhan-dev/train-llm-from-scratch#no-gpu-train-on-your-laptop
TinyStorieshttps://arxiv.org/abs/2305.07759
docs/studenthttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/student/README.md
https://github.com/FareedKhan-dev/train-llm-from-scratch#code-structure
https://github.com/FareedKhan-dev/train-llm-from-scratch#step-1-preparing-the-data
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/01_data.png
The Pilehttps://huggingface.co/datasets/monology/pile-uncopyrighted
https://github.com/FareedKhan-dev/train-llm-from-scratch#tokenization
BPE from scratchhttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/foundations/bpe.md
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https://github.com/FareedKhan-dev/train-llm-from-scratch#the-chat-format-and-loss-mask
https://github.com/FareedKhan-dev/train-llm-from-scratch#step-2-the-model-built-from-small-pieces
https://github.com/FareedKhan-dev/train-llm-from-scratch#multi-layer-perceptron-mlp
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/03_mlp.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#single-head-attention
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/04_attention_head.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#multi-head-attention
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/05_multi_head_attention.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#the-transformer-block
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/06_transformer_block.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#the-full-transformer
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/07_transformer.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#the-modern-version-of-the-same-model
modern model docshttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/modern/README.md
https://github.com/FareedKhan-dev/train-llm-from-scratch#step-3-pretraining-the-base-model
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/08_training_loop.png
Muonhttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/modern/optimizers.md
https://github.com/FareedKhan-dev/train-llm-from-scratch#the-loss-curve
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/loss_curve.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#step-4-generating-text
inference docshttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/modern/inference.md
https://github.com/FareedKhan-dev/train-llm-from-scratch#step-5-post-training-turning-a-base-model-into-an-assistant
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/00_pipeline.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#sft-supervised-fine-tuning
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/09_sft.png
LoRAhttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/modern/lora.md
https://github.com/FareedKhan-dev/train-llm-from-scratch#the-reward-model
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/10_reward_model.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#dpo-orpo-and-kto
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/11_dpo.png
this pagehttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/modern/preference.md
https://github.com/FareedKhan-dev/train-llm-from-scratch#ppo
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/12_ppo.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#grpo--rlvr
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/13_grpo.png
RL for reasoninghttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/modern/rl_reasoning.md
https://github.com/FareedKhan-dev/train-llm-from-scratch#step-6-evaluation
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/14_evaluation.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#what-changes-after-sft
https://github.com/FareedKhan-dev/train-llm-from-scratch#step-7-talking-to-the-model
https://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/images/15_inference.png
https://github.com/FareedKhan-dev/train-llm-from-scratch#the-streamlit-control-panel
https://github.com/FareedKhan-dev/train-llm-from-scratch#the-documentation-site
https://fareedkhan-dev.github.io/train-llm-from-scratch/https://fareedkhan-dev.github.io/train-llm-from-scratch/
https://github.com/FareedKhan-dev/train-llm-from-scratch#run-the-whole-thing
https://github.com/FareedKhan-dev/train-llm-from-scratch#type-safety-and-tests
jaxtypinghttps://github.com/patrick-kidger/jaxtyping
type safety guidehttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/docs/howto/type_safety.md
CONTRIBUTING.mdhttps://github.com/FareedKhan-dev/train-llm-from-scratch/blob/main/CONTRIBUTING.md
https://github.com/FareedKhan-dev/train-llm-from-scratch#whats-next
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