From Features to Performance: Crafting Robust Predictive Models
Feature engineering and model training form the core of transforming raw data into predictive power, bridging initial exploration and final…
Machine Learning
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Vision-Based Hand Gesture Customization from a Single Demonstration
Hand gesture recognition is becoming a more prevalent mode of human-computer interaction, especially as cameras proliferate across everyday devices. Despite…
Boost productivity by using AI in cloud operational health management
Modern organizations increasingly depend on robust cloud infrastructure to provide business continuity and operational efficiency. Operational health events – including…
7 LLM Projects to Boost Your Machine Learning Portfolio
7 LLM Projects to Boost Your Machine Learning PortfolioImage by Author | Created on Canva Large language models (LLMs) are…
On the Limited Generalization Capability of the Implicit Reward Model Induced by Direct Preference Optimization
Reinforcement Learning from Human Feedback (RLHF) is an effective approach for aligning language models to human preferences. Central to RLHF…
Efficient Pre-training of Llama 3-like model architectures using torchtitan on Amazon SageMaker
This post is co-written with Less Wright and Wei Feng from Meta Pre-training large language models (LLMs) is the first step…
CatBoost Essentials: Building Robust Home Price Prediction Systems
Gradient boosting algorithms are powerful tools for prediction tasks, and CatBoost has gained popularity for its efficient handling of categorical…
Compress and Compare: Interactively Evaluating Efficiency and Behavior Across ML Model Compression Experiments
*Equal Contributors To deploy machine learning models on-device, practitioners use compression algorithms to shrink and speed up models while maintaining…
How Aviva built a scalable, secure, and reliable MLOps platform using Amazon SageMaker
This post is co-written with Dean Steel and Simon Gatie from Aviva. With a presence in 16 countries and serving…
7 Machine Learning Algorithms Every Data Scientist Should Know
7 Machine Learning Algorithms Every Data Scientist Should KnowImage by Author | Created on Canva As a data scientist, you…