Ahmad HassanFrom drug molecules to neural networks.

1. 2020

   Discovered data science

   Started teaching myself ML midway through the PharmD, then worked through the same foundations a CS student does: programming, computer systems and the maths behind AI.

2. 2022

   Freelance data scientist

   Client projects on Fiverr and Upwork.

3. 2024

   PharmD, 3.9 cGPA

   Graduated from Quaid-i-Azam University.

4. 2024

   AI/ML consultant & tutor

   Independent consulting, data science tutor on Superprof and AIOps intern at Al Nafi.

5. 2026

   RQF Level 6 Diploma in AIOps, A*

   Cloud, DevOps, security and AI systems.

6. Future goal

   Computational biology & bioinformatics

   A Master's and PhD towards AI-assisted drug discovery and development, bringing medicine and AI together.

Education & credentials

• 3.9 / 4.0 cGPA · 2024

  PharmD

  Quaid-i-Azam University

• Grade A* · 2024–2026

  RQF Level 6 Diploma in AIOps (EduQual)

  Al Nafi International College

• In progress

  Kubestronaut, AWS & Azure certifications

  Cloud and Kubernetes certifications for AI engineering

• Next goal

  Master's & PhD: computational biology and bioinformatics

  Towards AI-assisted drug discovery and development

• Data analysis

  Instacart Customer Behavior Analysis

  Deep EDA on grocery ordering patterns, repeat purchases, order timing, product affinities and customer segmentation.

  • Python
  • Pandas
  • Matplotlib
  • +1

  Code
• Data analysis

  Megaline Telecom Usage Analysis

  Statistical analysis of two prepaid plans (Surf vs. Ultimate) to determine which generates more revenue for the business.

  • Python
  • Statistics
  • Hypothesis Testing
  • +1

  Code
• Data analysis

  Microsoft SaaS Products Analysis

  Multi-dimensional analysis of SaaS product usage, customer segments and retention patterns across Microsoft product lines.

  • Pandas
  • EDA
  • Business Intelligence

  Code
• Data analysis

  San Francisco Housing Rental Analysis

  Geographic and temporal analysis of rental markets in SF, uncovering pricing trends, neighborhood patterns and investment opportunities.

  • Python
  • GeoPandas
  • Visualization
  • +1

  Code
• Data analysis

  Taxi Company Revenue Analysis

  Analysis of ride patterns, peak hours, driver efficiency and revenue optimization strategies for a taxi service.

  • Pandas
  • Time Series
  • Matplotlib

  Code
• Data analysis

  Video Games Console Sale Analysis

  Sales trend analysis across gaming platforms, genres and regions to identify the most profitable market segments.

  • Python
  • EDA
  • Statistical Testing

  Code
• Data analysisHealthcare

  Stroke Risk Exploratory Analysis

  Clinical data analysis identifying key risk factors for stroke, including hypertension, BMI, glucose levels and age correlations.

  • Medical Data
  • Seaborn
  • Correlation Analysis

  Code
• Machine learningFeatured

  Bank Customer Churn Prediction

  Ensemble model (XGBoost + Random Forest) to predict which customers are likely to leave Beta Bank, achieving 85%+ F1-score.

  • XGBoost
  • scikit-learn
  • SMOTE
  • +1

  Code
• Machine learningFeatured

  Gold Recovery Prediction (Mining)

  Multi-stage regression model predicting gold recovery rate at rougher and final purification stages to optimize extraction.

  • Regression
  • Pipeline
  • Cross-validation
  • +1

  Code
• Machine learning

  Optimal Oil Well Location (Bootstrapping)

  Geospatial ML model using bootstrapping to identify the most profitable oil well locations, balancing risk and expected return.

  • Linear Regression
  • Bootstrapping
  • Risk Analysis

  Code
• Machine learning

  Rusty Bargain, Used Car Price Model

  Gradient boosting model for a used car marketplace to predict fair market prices, compared across LightGBM, XGBoost and Random Forest.

  • LightGBM
  • XGBoost
  • RMSE Optimization

  Code
• Machine learning

  Sweet Lift Taxi Demand Forecasting

  Time series forecasting of hourly taxi demand at airports using ARIMA, LightGBM and feature engineering on lag and window features.

  • Time Series
  • LightGBM
  • ARIMA
  • +1

  Code
• Machine learning

  Insurance Benefit Regression

  Linear regression and obfuscation-safe model for predicting insurance payouts while protecting customer data privacy.

  • Linear Regression
  • Data Masking
  • Similarity Analysis

  Code
• Machine learning

  Mobile User Plan Classification

  Decision tree and random forest classifier to recommend the optimal mobile plan (Smart/Ultra) based on user behavior.

  • Classification
  • Decision Tree
  • Random Forest

  Code
• Machine learning

  Bank Loan Default Prediction

  End-to-end ML pipeline predicting the probability of loan default, with model explainability using SHAP values.

  • XGBoost
  • SHAP
  • Class Imbalance
  • +1

  Code
• Machine learning

  Predictive Maintenance Cost Reduction

  ML model predicting equipment failure probability to shift from reactive to proactive maintenance, reducing operational costs.

  • Classification
  • Cost-benefit Analysis
  • Reliability

  Code
• Machine learningHealthcare

  Stroke Prediction

  Predicts stroke risk from patient health records, handling heavy class imbalance with resampling and boosted trees.

  • scikit-learn
  • XGBoost
  • Imbalanced data
  • +1

  Code
• Machine learningHealthcareFeatured

  Lung Cancer Prediction App

  A multiclass lung cancer risk model served as a Dockerised Flask web app that generates a PDF report.

  • XGBoost
  • Flask
  • Docker
  • +1

  Live appCode
• Machine learningFeatured

  RUL Jet Engine Prediction App

  Remaining Useful Life (RUL) prediction for jet engines using the NASA CMAPSS dataset, deployed as a Flask safety application that alerts maintenance teams before critical failure.

  • Random Forest
  • Time Series
  • Flask
  • +2

  Code
• Deep learningFeatured

  Churn Prediction via Neural Network

  Deep learning approach to customer churn: an ANN with dropout regularization outperforming classical ML baselines.

  • Keras
  • ANN
  • Dropout
  • +1

  Code
• Deep learningHealthcare

  Alzheimer's Disease Detection

  A deep learning image classifier that grades MRI brain scans across four stages of dementia.

  • Deep learning
  • CNN
  • TensorFlow
  • +1

  Code
• CV & NLPFeatured

  Computer Vision Classification

  CNN-based image classification pipeline with transfer learning (ResNet), data augmentation and production-ready inference.

  • CNN
  • ResNet
  • Transfer Learning
  • +1

  Code
• CV & NLP

  Bank Customer Complaints Summarization

  NLP pipeline using transformer-based models to automatically summarize customer complaints, reducing support team workload.

  • Transformers
  • Hugging Face
  • NLP
  • +1

  Code
• Generative AIHealthcareFeatured

  MedGuide: Medical Assistant RAG Bot

  An LLM assistant that explains a patient's prescribed medicines, nutrition and lifestyle plan against international clinical guidelines.

  • RAG
  • LLMs
  • Streamlit
  • +1

  Code
• Generative AIFeatured

  Complaints Classification, Fine-tuned LLM

  Fine-tuned DistilBERT for multi-class complaint categorization, achieving >92% accuracy vs. a zero-shot baseline.

  • LoRA
  • Hugging Face
  • Fine-tuning
  • +1

  Code
• Generative AIHealthcare

  Nutritional Bot

  A nutrition-disorder specialist chatbot that answers from a medical reference library with retrieval-augmented generation.

  • RAG
  • LangChain
  • ChromaDB
  • +1

  Live appCode
• Generative AIFeatured

  Text-to-Image with Stable Diffusion

  DreamBooth fine-tuning pipeline to generate personalized images with Stable Diffusion, including custom artist style training.

  • Stable Diffusion
  • DreamBooth
  • LoRA
  • +1

  Code
• SQL & BI

  AdventureHubs SQL Analysis

  Complex SQL queries on the AdventureWorks database: joins, window functions, CTEs and performance optimization.

  • SQL
  • Window Functions
  • CTEs
  • +1

  Code
• SQL & BIFeatured

  SQL + Python + Power BI ETL Pipeline

  Full ETL pipeline extracting from SQL Server, transforming with Python and Pandas, and loading to Power BI for executive dashboards.

  • SQL
  • Python
  • Power BI
  • +1

  Code
• SQL & BI

  HR Attrition Dashboard (Tableau)

  Interactive Tableau dashboard visualizing employee attrition patterns, satisfaction scores and retention risk factors.

  • Tableau
  • HR Analytics
  • Dashboard Design

  Code
• SQL & BIHealthcare

  Medical Settings Comparative Analysis

  Tableau analysis comparing performance across medical settings: patient outcomes, treatment efficacy and resource utilization.

  • Tableau
  • Healthcare Analytics
  • KPI Visualization

  Code

No projects in this category yet.

• 2024

  PharmD, Quaid-i-Azam University

  3.9 / 4.0 cGPA · Graduated 2024

  Top-performing graduate in one of Pakistan's most rigorous pharmaceutical programs, building a foundation in scientific research, data interpretation and analytical thinking.

  • Research
  • Analytical Chemistry
  • Clinical Data
• 2024–2026

  RQF Level 6 Diploma in AIOps (EduQual)

  Al Nafi International College · Grade A*

  An AIOps diploma covering cyber security, DevOps, cloud architecture, system administration and AI systems: the complete operational stack for modern AI deployment.

  • DevOps
  • Cloud
  • Cyber Security
  • AI Systems
• 2022–now

  1,500+ live teaching hours

  Superprof · Top tutor

  Over 1,500 hours of live one-to-one and group instruction in data science, ML and AI, making complex topics accessible to complete beginners.

  • Superprof
  • Online Teaching
  • Mentoring
• 2022–now

  100+ students mentored

  Cross-domain · Career transitions

  Worked with over 100 students from medicine, business, engineering and liberal arts backgrounds, guiding them through career transitions into data science and MLOps roles.

  • Career Coaching
  • Curriculum Design
  • DS/ML
• In progress

  Kubernetes certification path

  KCNA · CKAD · CKA · CKS · KCSA

  Pursuing the full Kubestronaut certification stack, from cloud native associate through security specialist, as part of the Golden Kubestronaut program.

  • Kubernetes
  • CNCF
  • Cloud Native
• In progress

  Security certifications path

  CISSP · CCSP · CCSK · ISSAP

  Studying toward top-tier security certifications covering enterprise security architecture, cloud security and identity management at the advanced practitioner level.

  • CISSP
  • CCSP
  • Cloud Security
• 2020–now

  30+ end-to-end ML projects

  Production-grade · Multi-domain

  Delivered 30+ complete ML projects spanning data analysis, machine learning, deep learning, NLP, computer vision, GenAI and business intelligence.

  • Python
  • ML/DL
  • GenAI
  • BI
• 2026

  Final year project defense, RQF Level 6

  Al Nafi International College · Presented to Mohammad Faisal

  Live-streamed final year project defense for the EduQual RQF Level 6 AIOps programme: "Orchestrating a Precision Agriculture Platform with Drone Analytics, IoT Sensors, and Machine Learning for Sustainable Farming", delivered before an examination panel.

  • Precision Agriculture
  • Drone Analytics
  • IoT
  • ML

  Watch the defense
• 2020–now

  5+ years in data science

  Self-taught → industry practitioner

  Built expertise from zero in 2020 through deliberate practice, real projects and hands-on teaching.

  • ML
  • Deep Learning
  • MLOps
  • GenAI