Language
Artificial Intelligence
In the case of Large Language Models, Less is More!
With the arrival of any latest technology, humanity’s first attempt is usually achieved through brute force. Because the technology evolves, we try to optimize and give you a more elegant solution to the brute...
Artificial Intelligence
Harnessing the Falcon 40B Model, the Most Powerful Open-Source LLM Introduction How was Falcon LLM developed? Model Architecture and Objective Implementing Chat Capabilities with Falcon-40B-Instruct Discussion and Results Conclusion Large Language...
Mastering open-source language models: diving into Falcon-40BThe main target of the AI industry has shifted towards constructing more powerful, larger-scale language models that may understand and generate human-like text. Models like GPT-3 from OpenAI...
Artificial Intelligence
Generative AI Learning Path Notes — Part 1 1. Introduction to Generative AI 2. Introduction to Large Language Models 3. Introduction to Responsible AI 4. Generative AI Fundamentals 5....
In case you’re seeking to upskill in Generative AI (GenAI), there’s a Generative AI Learning Path in Google Cloud Skills Boost. It currently consists of 11 courses and provides a very good foundation on...
Artificial Intelligence
Harnessing the Falcon 40B Model, the Most Powerful Open-Source LLM Introduction How was Falcon LLM developed? Model Architecture and Objective Implementing Chat Capabilities with Falcon-40B-Instruct Discussion and Results Conclusion Large Language...
Mastering open-source language models: diving into Falcon-40BThe main target of the AI industry has shifted towards constructing more powerful, larger-scale language models that may understand and generate human-like text. Models like GPT-3 from OpenAI...
Artificial Intelligence
Humanising Data: Mental Health and Grief Accessibility of Mental Health Data The Role of Natural Language Processing (NLP) Data Pre-Processing Word Embeddings Semantic Patterns Sentiment Evaluation Challenges and Opportunities of Machine...
Engaging with our own grief and comprehending loss is a profoundly intimate experience. This often all-consuming process can result in feelings of alienation, compounded by the emotional labour of continually narrating our personal journeys...
Artificial Intelligence
Decoding Strategies in Large Language Models 📚 Background 🏃♂️ Greedy Search ⚖️ Beam Search 🎲 Top-k sampling 🔬 Nucleus sampling Conclusion
The tokenizer, Byte-Pair Encoding on this instance, translates each token within the input text right into a corresponding token ID. Then, GPT-2 uses these token IDs as input and tries to predict the subsequent...
Artificial Intelligence
Large Language Models in Molecular Biology Introduction Large Language Models The Genetic Dogma Variation in our DNA Language Models in Molecular Biology Looking Forward Conclusion Acknowledgments References
One essential clue in determining whether a given variant is benign, or at the least not too deleterious, comes from comparing human genetics to the genetics of close relatives comparable to chimpanzees and other...
Artificial Intelligence
QLoRa: Wonderful-Tune a Large Language Model on Your GPU QLoRa: Quantized LLMs with Low-Rank Adapters Wonderful-tuning a GPT model with QLoRa GPT Inference with QLoRa Conclusion
Most large language models (LLM) are too big to be fine-tuned on consumer hardware. As an example, to fine-tune a 65 billion parameters model we'd like greater than 780 Gb of GPU memory. That...
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