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
IEEE Vectories
2024
EVNTO
Centralized Mansoura University activity-booking concept informed by competitive research and a student survey, built with the IEEE Vectories team.
Graduation Project
2024
AQSA
A graduation-project concept for an AI-driven startup support system — a generative chatbot, an automated data analyser, and a forecasting module — scoped and designed as a team, not shipped as a product.
UX Research
2023
Grow Registration Form
UX research on registration-form steps and the effort users actually face at each one, challenging the assumption that fewer steps always means less friction.