Shanice @swillcodes.bsky.social · 16/07/2026Tuning search parameters #LLMZoomcamp www.twitch.tv/swillcodestwitch.tvswillcodes - TwitchBack learning llms: search eval #llmzoomcamp 021
Shanice @swillcodes.bsky.social · 15/07/2026Continuing learning about search evaluation #LLMZoomcamp www.twitch.tv/swillcodestwitch.tvswillcodes - TwitchBack learning llms: search eval #llmzoomcamp 041
Shanice @swillcodes.bsky.social · 08/07/2026Continuing with search evals: www.twitch.tv/swillcodes #LLMZoomcamptwitch.tvswillcodes - TwitchBack learning llms: search eval #llmzoomcamp 021
Shanice @swillcodes.bsky.social · 07/07/2026Back working on search eval #LLMZoomcamp www.twitch.tv/swillcodestwitch.tvswillcodes - TwitchExploring and improving my code one day at a time. Mostly data science. 011
Shanice @swillcodes.bsky.social · 06/07/2026Later than usual, but back with the llm zoomcamp stream! We are diving into model evals Watch swillcodes with me on Twitch! www.twitch.tv/swillcodes?s...twitch.tvswillcodes - TwitchBack learning llms #llmzoomcamp 000
Shanice @swillcodes.bsky.social · 01/07/2026No streams so far this week while I work through module 3. There is far to many keys that I don't want to risk sharing 😅 Should be done tomorrow, so maybe Friday. Will post here when confirmed. 000
Shanice @swillcodes.bsky.social · 25/06/2026Module 2 of LLM Zoomcamp done! - Vector search from scratch with numpy - Embeddings with a lightweight ONNX model - Keyword vs vector, and hybrid search with RRF My solution: github.com/swilldd/vect... Free course by @Al_Grigor & @DataTalksClub: github.com/DataTalksClu...github.comvector-search/homework/02_homework.ipynb at main · swilldd/vector-searchContribute to swilldd/vector-search development by creating an account on GitHub. 010
Shanice @swillcodes.bsky.social · 24/06/2026Continuing with vector search today #llmzoomcamp www.twitch.tv/swillcodestwitch.tvswillcodes - TwitchDay 10 learning llms #llmzoomcamp 011
Shanice @swillcodes.bsky.social · 23/06/2026We live making progress in module 2, Vector search #llmzoomcamp www.twitch.tv/swillcodestwitch.tvswillcodes - TwitchDay 9 learning llms #llmzoomcamp 021
Shanice @swillcodes.bsky.social · 22/06/2026I just published From RAG pipeline to agentic RAG — what I learned building it from scratch medium.com/p/from-rag-p...medium.comFrom RAG pipeline to agentic RAG — what I learned building it from scratchLLM Zoomcamp Module 1: retrieval augmented generation, in-memory search, SQLite persistence, and LLM function calling in Python 000
Shanice @swillcodes.bsky.social · 22/06/2026Onto module 2 #llmzoomcamp www.twitch.tv/swillcodes?s...twitch.tvswillcodes - TwitchDay 8 learning llms #llmzoomcamp 021
Shanice @swillcodes.bsky.social · 17/06/2026Module 1 of #LLMZoomcamp in the books! - RAG from scratch in plain Python - Search with minsearch - Chunking - Agents & function calling - TinyAIKit framework implemented My solution: github.com/swilldd/llm-... Free course by @Al_Grigor & @DataTalksClub: github.com/DataTalksClu...github.comllm-zoomcamp-2026/01-agentic-rag at main · swilldd/llm-zoomcamp-2026Contribute to swilldd/llm-zoomcamp-2026 development by creating an account on GitHub. 000
Shanice @swillcodes.bsky.social · 17/06/2026Finishing up module 1 content today! #llmzoomcamp www.twitch.tv/swillcodes?s...twitch.tvswillcodes - TwitchDay 7 learning llms #llmzoomcamp 021
Shanice @swillcodes.bsky.social · 16/06/2026Keeping this momentum going #llmzoomcamp #livenow www.twitch.tv/swillcodes?s...twitch.tvswillcodes - TwitchDay 6 learning llms #llmzoomcamp 020
Shanice @swillcodes.bsky.social · 15/06/2026Back on the llm learning train #llmzoomcamp www.twitch.tv/swillcodes?s...twitch.tvswillcodes - TwitchDay 5 learning llms #llmzoomcamp 020
Shanice @swillcodes.bsky.social · 10/06/2026Study time! #llmzoomcamp www.twitch.tv/swillcodestwitch.tvswillcodes - TwitchExploring and improving my code one day at a time. Mostly data science. 010
Shanice @swillcodes.bsky.social · 20/12/2025Another module in the books! This time experimenting with serverless deployment using AWS Lambda. Scikit-learn, Keras and Pytorch models, all implemented with Lambda functions, pushed as container images to AWS ECR, and created within AWS Lambda #MLzoomcamp 000
Shanice @swillcodes.bsky.social · 20/11/2025Project Repo: github.com/ShaniceWilli...github.comGitHub - ShaniceWilliams/GDM2T2DContribute to ShaniceWilliams/GDM2T2D development by creating an account on GitHub. 000
Shanice @swillcodes.bsky.social · 20/11/2025Been quietly working on this, limited time with my PC out of commission for a week, but we got there. Midterm Project - containerised and deployed! Predicting Type II Diabetes in Women who with history of Gestational Diabetes. #mlzoomcamp @DataTalksClub 100
Shanice @swillcodes.bsky.social · 05/11/2025This was a nice progression with a focus on the strengths and weaknesses of the models, the importance of tuning their parameters and comparing performance. 000
Shanice @swillcodes.bsky.social · 05/11/2025Another module in the books in #mlzoomcamp. This module centered on decision trees and ensemble methods such as Random Forests and XGBoost! It is so easy to over fit a decision tree! 100
Shanice @swillcodes.bsky.social · 30/10/2025Simplest deployment experience to date! Though I don't have a lot of experience 😅 000
Shanice @swillcodes.bsky.social · 30/10/20253️⃣ Dockerfiles and missing ports Again getting to grips with Dockerfiles and digging through some documentation came in clutch! I'm quite glad I organised the project the way I did. Without it I would have missed out on these learning opportunities! 💪 000
Shanice @swillcodes.bsky.social · 30/10/20252️⃣ FastAPI + Pydantic gotchas My first time really diving into FastAPI and Pydantic together. I now see why they go together so well. That validation told be everything I needed to know 😅 100
Shanice @swillcodes.bsky.social · 30/10/20251️⃣ Import pain & Python packaging quirks Ran into `ModuleNotFoundError: No module named 'src'` errors when running the project with nested directories. The fix? Run modules with `python -m src.pipeline.predict` Adding __init__.py files alone did not help☠️ 100
Shanice @swillcodes.bsky.social · 30/10/2025Docker was key in this weeks deployment week of #mlzoomcamp Made all the more interesting my file structure choices. I faced a few challenges in this one... 100
Shanice @swillcodes.bsky.social · 22/10/2025Module 4 homework? Completed ✅ Accuracy is not all it seems 👀 So good to cement my understanding of binary classification evaluation metrics! #mlzoomcamp #DataTalksClub 000
Shanice @swillcodes.bsky.social · 14/10/2025Another homework in the books! #mlzoomcamp has got me in curiosity mode. I've tried to consciously question the choices we make when selecting models or metrics for examining feature importance. Looking forward to carrying this into model evaluation week! #machinelearning #DataTalksClub 000
Shanice @swillcodes.bsky.social · 10/10/2025Going back to basics in #MLzoomcamp. On module 3's agenda, churn prediction using a logistic regression model. 000
Shanice @swillcodes.bsky.social · 06/01/2025This really started in an unexpected way. We are really learning the importance of stastical.sciwnce through Harold Shipman 👀 010
Shanice @swillcodes.bsky.social · 28/11/2024Top 6 in the work Hackathon and onto the next stage...media.tenor.coma man with a beard is making a funny face with his eyes closed and the words `` click '' written next to him .Alt: a man with a beard is making a funny face with his eyes closed and the words `` click '' written next to him . 000