📌 How Neural Networks Learn: A Probabilistic Viewpoint

🗂 Category: MACHINE LEARNING

🕒 Date: 2024-12-26 | ⏱️ Read time: 8 min read

Understanding Loss Functions in Training Neural Networks

📌 Linearizing Attention

🗂 Category: LARGE LANGUAGE MODELS

🕒 Date: 2024-12-26 | ⏱️ Read time: 8 min read

Breaking the Quadratic Barrier: Modern Alternatives to Softmax Attention

📌 Your Company Needs Small Language Models

🗂 Category: CHATGPT

🕒 Date: 2024-12-26 | ⏱️ Read time: 15 min read

When specialized models outperform general-purpose models

📌 Calculating a linear extrapolation (or Trend) in DAX

🗂 Category:

🕒 Date: 2024-12-26 | ⏱️ Read time: 10 min read

In DAX there is no built-in method to calculate a Trend. Therefore we must do…

📌 Training LLM, from Scratch, in Rust

🗂 Category: MACHINE LEARNING

🕒 Date: 2024-12-26 | ⏱️ Read time: 16 min read

In this companion article, I’ll show my implementation for training from scratch a GPT-like model,…

📌 Understanding When and How to Implement FastAPI Middleware (Examples and Use Cases)

🗂 Category: DATA SCIENCE

🕒 Date: 2024-12-25 | ⏱️ Read time: 4 min read

Supercharge Your FastAPI with Middleware: Practical Use Cases and Examples

📌 Jingle Bells and Statistical Tests

🗂 Category: STATISTICS

🕒 Date: 2024-12-25 | ⏱️ Read time: 8 min read

Data Types, Hypotheses and Statistical Tests That Fit Them with Festive Christmas Market Examples

📌 Speed Up PyTorch With Custom Kernels. But It Gets Progressively Darker

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-01-09 | ⏱️ Read time: 5 min read

We’ll begin with torch.compile, move on to writing a custom Triton kernel, and finally dive…

📌 Missing Data in Time-Series? Machine Learning Techniques (Part 2)

🗂 Category: MACHINE LEARNING

🕒 Date: 2025-01-08 | ⏱️ Read time: 12 min read

Using Clustering Algorithms to Handle Missing Time-Series Data

📌 Advanced SQL Techniques for Unstructured Data Handling

🗂 Category: DATA SCIENCE

🕒 Date: 2025-01-08 | ⏱️ Read time: 7 min read

Everything you need to know to get started with text mining

📌 Statistical Learnability of Strategic Linear Classifiers: A Proof Walkthrough

🗂 Category: MACHINE LEARNING

🕒 Date: 2025-01-08 | ⏱️ Read time: 19 min read

With the help of an intricate geometric construction, we can prove that instance-wise cost functions…

📌 Learning ML or Learning About Learning ML?

🗂 Category: DATA SCIENCE

🕒 Date: 2025-01-03 | ⏱️ Read time: 4 min read

Pragmatism versus (over-)planning

📌 A Visual Guide to Tuning Gradient Boosted Trees

🗂 Category: DATA SCIENCE

🕒 Date: 2025-09-15 | ⏱️ Read time: 10 min read

Introduction My previous posts looked at the bog-standard decision tree and the wonder of a…

📌 Implementing the Coffee Machine Project in Python Using Object Oriented Programming

🗂 Category: PROGRAMMING

🕒 Date: 2025-09-15 | ⏱️ Read time: 9 min read

Understanding classes, objects, attributes, and methods

📌 You Only Need 3 Things to Turn AI Experiments into AI Advantage

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-09-15 | ⏱️ Read time: 7 min read

Trapped in a purgatory of POCs enterprises need to focus and build just 3 pillars…

📌 Learn How to Use Transformers with HuggingFace and SpaCy

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-09-15 | ⏱️ Read time: 7 min read

Mastering NLP with spaCy: Part 4

📌 How to Become a Machine Learning Engineer (Step-by-Step)

🗂 Category: MACHINE LEARNING

🕒 Date: 2025-09-15 | ⏱️ Read time: 12 min read

Your one-stop guide to becoming a machine learning engineer

📌 Sensor Fusion – KITTI – ‘Lidar-based Obstacle Detection’ – Part-1

🗂 Category: MACHINE LEARNING

🕒 Date: 2024-12-25 | ⏱️ Read time: 24 min read

Sensor fusion, multi-modal perception, autonomous vehicles – if these keywords pique your interest, this Medium…

📌 Three Important Pandas Functions You Need to Know

🗂 Category: DATA SCIENCE

🕒 Date: 2024-12-25 | ⏱️ Read time: 6 min read

Master these techniques to stand out as a Python developer

📌 Building a Custom AI Jira Agent

🗂 Category:

🕒 Date: 2024-12-25 | ⏱️ Read time: 23 min read

How I used Google Mesop, Django, LangChain Agents, CO-STAR & Chain-of-Thought prompting combined with the…

📌 2024 Survival Guide for Machine Learning Engineer Interviews

🗂 Category: MACHINE LEARNING

🕒 Date: 2024-12-24 | ⏱️ Read time: 17 min read

A year-end summary for junior-level MLE interview preparation