Romee Panchal @romitheguru
ML Engineer | Writer, thinker, and lifelong learner. Subscribe to my newsletter: https://t.co/1uuir2wyqr romeepanchal.com Bengaluru, India Joined September 2018-
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Re-reading the article "How to build effective agents". anthropic.com/engineering/bu…
Cost-effective AI models for agent development: How reliable though?
Three Main Orchestration Patterns Sequential: Agent A → Agent B → Agent C. Like an assembly line. Parallel: Agents A, B, C work simultaneously. Fast, but coordination is complex. Hierarchical: Manager agents oversee worker agents. Scales well, adds layers.
LLM Fine-tuning LLMs isn’t plug-and-play—it demands high-quality, task-aligned data. Below are the steps: 1. Start with a pre-trained model like LLaMA or GPT-J that matches your resource budget and objective. 2. Curate or scrape domain-specific data, but audit for bias and…
We are often pulled in N different directions, either by external motivators or our desires. We start to learn one thing, then get attracted towards another thing. Sometimes it's RL, deep learning, other times LLM architectures. We use YT videos, tutorials, books, and courses.…
Even with cutting-edge ML models, garbage in = garbage out! Messy data tanks performance every time. Pro tip: Master cleaning & prepping your data—it’s a valuable data science skill! #DataScience #MachineLearning
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