01
Python Programming
Clean, confident code with Pandas and NumPy — algorithms that power real AI systems.
PythonPandasNumPy
Available for AI & ML projects
Crafting Models, Writing Stories.
Eng Ammar Yasser
AI engineer focused 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.
Technical Content & Posts
- ML walkthroughs & model explainers
- Python patterns for production AI
- Notes from certs, labs, and side projects
Long-form posts and short threads on LinkedIn — models, data, and the craft of building AI people trust.
Read on LinkedInPython
PyTorch
Sklearn
LLMs
Pandas
RAG
01
Skills & Craft
The tools behind work that consistently outperforms expectations.
02
Machine Learning
Predictive models in Scikit-Learn — accurate, trusted, and ready for real decisions.
Scikit-LearnRegressionClassification
03
Data Analysis
Signal from noise — cleaning, visualization, and insight anyone can act on.
EDAMatplotlibSeaborn
04
AI Research & Gen AI
Generative AI, agents, and LLMs — tracking research with hands-on builds.
LLMsAgentsRAG
02
Project Constellation
Fourteen builds across ML, data, and generative AI — each one a star in the system. Keep scrolling to travel through them.
01
Python
Predictive ML Model
Regression pipeline with Scikit-Learn — forecast KPIs from historical features.
PythonScikit-Learn
02
Data
Exploratory Data Analysis
Full EDA with Matplotlib & Seaborn — patterns surfaced for stakeholders.
PandasSQLViz
03
AI
NLP Sentiment Classifier
Text classification on reviews — TF-IDF plus linear models.
NLPML
04
AI
Computer Vision Demo
Image classification prototype with transfer learning.
CVDeep Learning
05
AI
RAG Knowledge Bot
Retrieval-augmented Q&A over custom documents.
LLMRAG
06
Python
Time Series Forecast
Seasonal demand forecasting with validation splits.
StatsML
07
Data
Recommendation Engine
Collaborative filtering for content suggestions.
RecSysDB
08
Python
Anomaly Detection
Isolation Forest on sensor streams for early alerts.
Unsupervised
09
AI
Gen AI Agents Lab
Multi-step agents inspired by Microsoft generative AI coursework.
AgentsLLMs
10
Data
Data Pipeline ETL
Clean ingest, transform, and export for analytics teams.
ETLPython
11
Open Source
MLOps Sketch
Model packaging, metrics, and repeatable train scripts.
GitHubMLOps
12
Experiment
Fine-tuned LLM Experiment
Prompt tuning and evaluation on domain Q&A.
VS CodeGen AI
13
Frontend
ML Dashboard UI
React interface for live model metrics and experiment tracking.
ReactAPI
14
Open Source
Neural Net from Scratch
NumPy-only MLP for intuition and teaching.
GitHubNumPy
03
Writing & Stories
Technical narratives that make complex AI feel human.
01
From Dataset to Decision
How to frame ML problems so stakeholders trust the output — not just the metrics.
02Prompts with Purpose
Lessons from generative AI certs and labs: structure, evaluation, and safe deployment.
03Python 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. Tap any card to view it.
The one they remember
Sharp mind.
Zero noise.
PrecisionModels built so clean people trust them on the first read.
SignalHe finds the pattern everyone else scrolls past.
PresenceAlready working at a level most people only study.
05
Let's Talk
If the work needs someone exceptional, this is the conversation to start.