2025  2

December  1

Building an MCP Server for OpenDota API with FastMCP

December 24, 2025 · 13 min · Manuel Martinez

July  1

Lambda Functions with Rust and CDK

July 27, 2025 · 7 min · Manuel Martinez

2024  1

September  1

Lambda Functions with Go and CDK

September 23, 2024 · 8 min · Manuel Martinez

2023  19

August  6

Sequence Models: Week 4 | Transformers

August 13, 2023 · 8 min · Manuel Martinez

Sequence Models: Week 3 | Sequence Models & Attention Mechanism

August 12, 2023 · 14 min · Manuel Martinez

Sequence Models: Week 2 | NLP & Word Embeddings

August 10, 2023 · 18 min · Manuel Martinez

Sequence Models: Week 1 | Recurrent Neural Networks

August 8, 2023 · 18 min · Manuel Martinez

Convolutional Neural Networks: Week 4 | Face Recognition & Neural Style Transfer

August 2, 2023 · 16 min · Manuel Martinez

Convolutional Neural Networks: Week 3 | Detection Algorithms

August 1, 2023 · 18 min · Manuel Martinez

July  2

Convolutional Neural Networks: Week 2 | Case Studies

July 19, 2023 · 17 min · Manuel Martinez

Convolutional Neural Networks: Week 1 | Foundations of CNNs

July 11, 2023 · 21 min · Manuel Martinez

June  9

Structuring ML Projects: Week 2 | ML Strategy

June 27, 2023 · 16 min · Manuel Martinez

Structuring ML Projects: Week 1 | ML Strategy

June 23, 2023 · 10 min · Manuel Martinez

Improving Deep Learning Networks: Week 3 | Hyperparameter Tuning, Batch Optimization, Programming Frameworks

June 21, 2023 · 15 min · Manuel Martinez

Improving Deep Learning Networks: Week 2 | Optimization Algorithms

June 19, 2023 · 11 min · Manuel Martinez

Improving Deep Learning Networks: Week 1 | Practical Aspects of Deep Learning

June 18, 2023 · 25 min · Manuel Martinez

Neural Networks and Deep Learning: Week 4 | Deep Neural Networks

June 16, 2023 · 5 min · Manuel Martinez

Neural Networks and Deep Learning: Week 3 | Shallow Neural Networks

June 15, 2023 · 9 min · Manuel Martinez

Neural Networks and Deep Learning: Week 2 | Neural Network Basics

June 14, 2023 · 12 min · Manuel Martinez

Neural Networks and Deep Learning: Week 1 | Introduction to Deep Learning

June 13, 2023 · 3 min · Manuel Martinez

April  1

VSCode and Tiny Instances over Remote SSH

April 1, 2023 · 3 min · Manuel Martinez

January  1

Application Mistakes and Information frictions in College Admissions

January 1, 2023 · 2 min · Manuel Martinez