Machine Learning
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Real Machine Learning β€” simple, practical, and built on experience.
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πŸ“Œ How to Talk to a PDF File Without Using Proprietary Models: CLI + Streamlit + Ollama

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 17 min read

A contribution to the creation of a locally executed, free PDF chat app with Streamlit…
πŸ“Œ Massive Energy for Massive GPU Empowering AI

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-18 | ⏱️ Read time: 7 min read

Massive GPUs for AI model training and deployment require significant energy. As AI scales, optimizing…
πŸ“Œ The Math Behind Keras 3 Optimizers: Deep Understanding and Application

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-17 | ⏱️ Read time: 9 min read

This is a bit different from what the books say.
πŸ“Œ Exploring cancer types with neo4j

πŸ—‚ Category:

πŸ•’ Date: 2024-08-17 | ⏱️ Read time: 7 min read

How to identify and visualise clusters in knowledge graphs
πŸ“Œ Adapting the Azure Landing Zone for a Data Platform in the Cloud

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 8 min read

Working with sensitive data or within a highly regulated environment requires safe and secure cloud…
πŸ“Œ Writing a Good Job Description for Data Science/Machine Learning

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 16 min read

Things to do and things to avoid in order to find the right candidates for…
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πŸ“Œ How to Build Helpful RAGs with Query Routing.

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 11 min read

An LLM can handle general routing. Semantic search can handle private data better. Which one…
πŸ“Œ The Missing Piece: Symbolic AI’s Role in Solving Generative AI Hurdles

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 9 min read

Symbolic reasoning may still be alive…
πŸ“Œ Mastering Data Streaming in Python

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 13 min read

Best Practices for Real-Time Analytics
πŸ“Œ Squashing the Average: A Dive into Penalized Quantile Regression for Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 5 min read

How to build penalized quantile regression models (with code!)
πŸ“Œ Bad Assumptions – The Downfall of Even Experienced Data Scientists

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 11 min read

Data can be deceptive, so be on your toes!
πŸ“Œ This Puzzle Shows Just How Far LLMs Have Progressed in a Little Over a Year

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-10-07 | ⏱️ Read time: 10 min read

What took GPT-4o 2 hours to solve, Sonnet 4.5 does in 5 seconds
πŸ“Œ How to Perform Effective Agentic Context Engineering

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-10-07 | ⏱️ Read time: 14 min read

Learn how to optimize the context of your agents, for powerful agentic performance
πŸ“Œ How to Easily Validate Your Data with Pandera

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 6 min read

Learn how to build a simple data model that validates your data through type hints
πŸ“Œ UniFliXsg: AI-Powered Undergraduate Program Recommendations for Singapore Universities

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 8 min read

How could AI suggest your majors?
πŸ“Œ From insights to impact: leveraging data science to maximize customer value

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-13 | ⏱️ Read time: 11 min read

Uplift modeling: how causal machine learning transforms customer relationships and revenue
πŸ“Œ From Data-Informed to Data-Driven Decisions: An Introduction to Tradespace Exploration

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-13 | ⏱️ Read time: 23 min read

Going beyond Exploratory Data Analysis to find the needle in the haystack
πŸ“Œ Paper Walkthrough: Vision Transformer (ViT)

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-08-13 | ⏱️ Read time: 20 min read

Exploring Vision Transformer (ViT) through PyTorch Implementation from Scratch.
πŸ“Œ Four Visualisation Libraries That Seamlessly Integrate With Pandas Dataframe

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-13 | ⏱️ Read time: 5 min read

Make use of Pandas plotting backend for the easiest plotting
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πŸ“Œ Avoid Building a Data Platform in 2024

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-13 | ⏱️ Read time: 16 min read

Why articles about β€˜Building a Data Platform’ are mostly misleading