Sampling

Credit Card Fraud Detection with Different Sampling Techniques

Bank card fraud detection is a plague that every one financial institutions are in danger with. Normally fraud detection could be very difficult because fraudsters are coming up with recent and revolutionary ways of...

How AI is improving simulations with smarter sampling techniques

Imagine you’re tasked with sending a team of football players onto a...

The best way to Improve LLM Responses With Higher Sampling Parameters

A deep dive into stochastic decoding with temperature, top_p, top_k, and min_p10 min read·11 hours agoIf you ask a Large Language Model (LLM) a matter, the model outputs a probability for each possible token...

Speculative Sampling — Intuitively and Exhaustively Explained

Machine Learning | Natural Language Processing | Data ScienceExploring the drop-in strategy that’s speeding up language models by 3xFirst we’ll discuss a serious problem that’s slowing down modern language models, then we’ll construct an...

Create Your Own Nested Sampling Algorithm for Bayesian Parameter Fitting and Model Selection (With Python) Level Up Coding

In today’s recreational coding exercise, we learn a more advanced and robust Monte Carlo approach for model parameter fitting, which also allows us to calculate the Bayesian evidence of a model and perform model...

Create Your Own Nested Sampling Algorithm for Bayesian Parameter Fitting and Model Selection (With Python) Level Up Coding

In today’s recreational coding exercise, we learn a more advanced and robust Monte Carlo approach for model parameter fitting, which also allows us to calculate the Bayesian evidence of a model and perform model...

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...

Busy GPUs: Sampling and pipelining method hastens deep learning on large graphs

Graphs, a potentially extensive web of nodes connected by edges, might be...

Recent posts

Popular categories

ASK ANA