Large Language Models

Genomic Benchmarks Dataset

by ComputingNotes
https://github.com/ML-Bioinfo-CEITEC/genomic_benchmarks Accessing: 3. HuggingFace Hubhttps://github.com/ML-Bioinfo-CEITEC/genomic_benchmarks/blob/main/notebooks/How_To_Use_Datasets_From_HF.ipynb Training Benchmark genomic datasets resources:

How to download LLAMA models?

by ComputingNotes
2. You may need access in both HuggingFace and Meta Website. 3. Once approved you receive email from both (normall its quick within minutes) 4. Specially with email from meta, you get the link to download. 5. Then just follow, these steps– https://github.com/meta-llama/llama-models/blob/main/README.md Links: In Google colab: !cp -r /root/.llama/checkpoints/Llama-2-7b /content/drive/MyDrive/

LoRA

by ComputingNotes
What is Lora? How Fine-Tuning works?

Building Large Language Models (LLMs)

by ComputingNotes
Pre-Training. Post-Training. Language Modeling. P(the, mouse, ate, the, cheese) = 0.02 – syntactic knowledgeP(the, the, mouse, ate,cheese) = 0.0001 – semantic knowledgeP(…) Auto-Reggressive (AR) language model: Predict next word. Steps: she likely prefers: tokenize -> 1 -she, 2-likely, 3-prefers => pass to blackbox model => get probability distribution over next word prediction – sample & ... Read More

What is Transformer?

by ComputingNotes
Used by: Primary Innovations: Key Terms: Visual Explaination: Example:https://aws.amazon.com/what-is/transformers-in-artificial-intelligence/ References:
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