Machine Learning
The foundations of Machine Learning and Deep Learning
A practical guide to ML and DL foundations, regularization, hyperparameter tuning, CNNs, RNNs, Transformers, evaluation, and the model lifecycle.
What to show: an event recommender inside a campus app. What to say: a chatbot that handles client intake and common legal questions. What comes next: sales and market forecasts for early-stage startups. Different products, same shape — a model, a Python backend, and a decision someone actually acts on.
Focus
- Reinforcement Learning & Decision-Making
- Recommendation & Forecasting Systems
- Product UX for AI
Currently
- ML Engineer @ Ertaqy
release v1.0.0
- shipped rough edges
- untested assumptions
patch
+ noticed what broke
+ fixed it, documented it
release v1.0.1 current
Brand origin
m101yosef is a version number
Read the middle of the handle: 1.0.1 — not the launch, the
patch right after it. A 1.0.1 only exists because something
real shipped, something broke, and someone fixed it. It's the most
honest version number there is.
Ship. Notice what breaks. Fix it. Ship again. That loop is the whole brand — how I build, how I write. Nothing here is finished — just versioned.
Start here
Reinforcement Learning
Reinforcement Learning: All the Basics
A practical walkthrough of value-based and policy-based reinforcement learning, MDPs, and the main algorithms for engineers getting started with RL.
Latest Writing
The foundations of Machine Learning and Deep Learning
A practical guide to ML and DL foundations, regularization, hyperparameter tuning, CNNs, RNNs, Transformers, evaluation, and the model lifecycle.
Machine Learning
Reinforcement Learning: All the Basics
A practical walkthrough of value-based and policy-based reinforcement learning, MDPs, and the main algorithms for engineers getting started with RL.
Reinforcement Learning
Top Projects
Generative AI
2024
metrwnos chatbot
A RAG-powered legal intake and Q&A chatbot for an Egyptian law firm, answering common Egyptian law questions in Egyptian Arabic and handling first contact with prospective clients.
Recommendation System
2024
EVNTO
Centralized Mansoura University activity-booking concept informed by competitive research and a student survey, built with the IEEE Vectories team.
Time Series Analysis
2024
AQSA
A research project on AI decision support for early-stage startups (a generative chatbot, an automated data analyser, and a forecasting module), designed and prototyped as a team, with a published report.