Decoding

Decoding the Hack behind Accurate Weather Forecasting: Variational Data Assimilation

Learn the best way to implement the variational data assimilation, with mathematical details and PyTorch for efficient implementation11 min read·20 hours ago

Decoding the Language of Molecules: How Generative AI is Accelerating Drug Discovery

As generative AI evolves, it moves beyond deciphering human language to mastering the intricate languages of biology and chemistry. Consider DNA as a detailed script, a 3-billion-letter sequence that guides our body's functions and...

Courage to Learn ML: Decoding Likelihood, MLE, and MAP

With A Tail of Cat Food Preferences10 min read·13 hours agoWelcome to the ‘Courage to learn ML’. This series goals to simplify complex machine learning concepts, presenting them as a relaxed and informative dialogue,...

Decoding the Data Scientist Hierarchy: From Junior to Senior — What Sets Them Apart?

Shedding light on the scope of labor expectations for junior, mid-level, and senior data scientistsThe entry-level Data Scientist is often for freshly graduate students with a Bachelor or Master’s degree in Data Science/Applied Statistics/Big...

Decoding Opportunities and Challenges for LLM Agents in Generative AI

We're seeing a progression of Generative AI applications powered by large language models (LLM) from prompts to retrieval augmented generation (RAG) to agents. Agents are being talked about heavily in industry and research circles,...

Decoding My College Journey: Why I Selected Data Science Self Introduction Why I Selected Data Science Closing Remarks

Why did I select Data Science as my undergraduate major?Hello there! I’m Vincent. I'm a rising senior majoring in Data Science and Economics on the University of Michigan — Ann Arbor. Although I'm recent...

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...

Decoding the Enigma: Neural Networks and Their Intricate Connections to the Human Brain The Neural Network and Biological Intuition Should It Work Even when We Don’t...

If it really works, let it really works.Neural networks have captivated the world of artificial intelligence, fueling groundbreaking advancements in various fields. Drawing inspiration from the enigmatic workings of the human brain, these powerful...

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