From Dataset to Decision
How to frame ML problems so stakeholders trust the output, not just the metrics.
AI & Machine Learning Engineer
Crafting models,
writing stories.
Eng Ammar Yasser
I focus on machine learning systems, trustworthy models, and data that drives real decisions. Python, deep learning, and technical storytelling, built for teams who need clarity and impact.
01
From data to story
How the work moves, and the tools behind each stage.
Python runs through every stage: clean, confident code that powers real AI systems.
- 01
Data
Signal from noise: cleaning, visualization, and insight anyone can act on.
Pandas · NumPy · SQL · Matplotlib · Seaborn
- 02
Model
Predictive models that are accurate and ready for real decisions, plus hands-on work with generative AI, agents, and LLMs.
Scikit-Learn · Deep Learning · NLP · RAG · Agents
- 03
Evaluate
Validation splits, metrics, and prompt evaluation, so results are checked rather than assumed.
Validation splits · Metrics · Prompt evaluation
- 04
Deploy
Model packaging, repeatable train scripts, and interfaces for watching models live.
MLOps · ETL · GitHub · React · API
- 05
Story
Technical narratives that make complex AI feel human.
Model explainers · ML walkthroughs · LinkedIn posts
02
Project constellation
Fourteen builds across machine learning, generative AI, and data. Select a star to read about it.
Prediction
Language & Vision
Data & Systems
03
Writing & stories
Technical narratives that make complex AI feel human.
Prompts with Purpose
Lessons from generative AI certs and labs: structure, evaluation, and safe deployment.
Python for AI Engineers
Patterns for pipelines, notebooks, and code you can hand off without apology.
04
Certificates & credentials
Formal training across cloud AI, ML, data, and networking foundations.
How I work
Sharp mind.
Zero noise.
PrecisionI build models clean enough to be trusted on the first read.
SignalI look for the pattern everyone else scrolls past.
ClarityI explain the work so the people using it can make real decisions.
05
Let's talk
Have a model to build or a dataset to make sense of? Start here.