This Portfolio is a compilation of all the Data Science and Data Analysis projects I have done for academic, self-learning, and hobby purposes. This portfolio also contains my Achievements, skills, and certificates. It is updated regularly.
Student at COMSATS University Islamabad, Lahore, doing M.S./M.Phil., Mathematics. I've done research in the field of Mathematical Modeling / Mathematical Biology under the supervision of Dr. Sadia Arshad. My research topic was Dynamical Analysis of the Epidemic Models of COVID-19 and Influenza. I am interested in all things data and machine learning systems.
Github, Kaggle, LinkedIn, Facebook, Twitter, Instagram
- Email: hamza811998shafiq@gmail.com
- M.S./M.Phil., Mathematics | COMSATS University Islamabad, Lahore (2021 - 2024)
- B.Ed. | Virtual University of Pakistan (2022 - 2024)
- M.Sc., Mathematics | PMAS Arid Agriculture University Rawalpindi (2018 - 2022)
- B.Sc., Maths A-Course, Maths A-Course, Physics | University of Gujrat (2015 - 2017)
- Methodologies: Machine Learning, Deep Learning, Time Series Analysis, Natural Language Processing, Statistics, Explainable AI, A/B Testing and Experimentation Design, Big Data Analytics
- Languages: Python (Pandas, Numpy, Scikit-Learn, Scipy, Keras, Matplotlib), MATLAB, SQL, C++
- Tools: MySQL, Tableau, Power BI, Git, PySpark, Amazon Web Services (AWS), Flask, MS Excel, MiniConda
- Mathematical Modeling and Scientific Computing for Industrial Research, (International Conference (MMSCIR-2022))
- One Day International Symposium on Mathematical Sciences
Traffic sign classification is an important task for self-driving cars. In this project, the dataset contains 43 different classes of images. The project understands the theory and intuition behind Deep Learning and Convolutional Neural Networks (CNNs). Imports key Python libraries, and datasets, and performs image visualization. Performs image normalization and converts images from color-scaled to gray-scaled. Builds a Convolutional Neural Network using Keras with Tensorflow 2.0 as a back-end. Compiles and fits Deep Convolutional Neural Network model to training data. Assess the performance of the trained Convolutional Neural Network model and ensure its generalization using various KPIs.
Project Structure
- Load video frames
- Display video frames
- Initialize a particle filter
- Computing errors
- Compute weights and resample
- Apply noise
- Optimize the particle filter
Project Structure
- Load and getting familiar with NetCDF datasets
- Select and filter data through coordinates
- Visualize multidimensional and geospatial variables
- Apply simple operations over multidimensional data
- Apply grouped operations over multidimensional data
- Merge and concatenate datasets
- Interact with Pandas and export datasets
References
- Copernicus website - there's a lot of climate data!
- Xarray documentation
Project Structure
- Introduction and Loading our Dataset
- Text preprocessing
- Let’s Explore our Date
- Sentimental Analysis
- Visualizing the Result
- Expressway to Data Science: Python Programming (University of Colorado Boulder)
- Data Analysis and Visualization Foundations Specialization (IBM)
- Introduction to Data Science Specialization (IBM)
- Applied Data Science Specialization (IBM)
- IBM Data Science Specialization
- What is Data Science?
- Tools for Data Science
- Data Science Methodology
- Python for Data Science, AI & Development
- Python Project for Data Science
- Databases and SQL for Data Science with Python
- Data Analysis with Python
- Data Visualization with Python
- Machine Learning with Python
- Applied Data Science Capstone
- IBM Data Analyst Specialization
- Introduction to Data Analytics
- Excel Basics for Data Analysis
- Data Visualization and Dashboards with Excel and Cognos
- Python for Data Science, AI & Development
- Python Project for Data Science
- Databases and SQL for Data Science with Python
- Data Analysis with Python
- Data Visualization with Python
- IBM Data Analyst Capstone Project
- Microsoft Azure Data Scientist Associate (DP-100)
- Excel Skills for Data Analytics and Visualization (Macquarie University, Sydney, Australia)
- Mathematics for Machine Learning Specialization (Imperial College London)
- Machine Learning (University of Washington)
- Machine Learning Specialization (Stanford University & DeepLearning.AI)
- Machine Learning for Trading (Google Cloud & New York Institute of Finance)
- IBM AI Foundations for Business Specialization
- IBM Applied AI Specialization
- Self-Driving Cars (University of Toronto)
- Web Design for Everybody: Basics of Web Development & Coding Specialization (University of Michigan)
- Office Productivity Software (SkillUp EdTech)
- Office Productivity Software and Windows Fundamentals
- Get Started with Mail and Calendar Applications: Outlook
- Get Started with Word Processing Applications: Word
- Get Started with Presentation Applications: PowerPoint
- Get Started with Spreadsheet Applications: Excel
- Get Started with Messaging & Collaboration Apps: Teams/Zoom
- Introduction to Complex Analysis (Wesleyan University)
- Neural Networks and Deep Learning (DeepLearning.AI)
- Interactive Word Embeddings using Word2Vec and Plotly
- Predicting the Weather with Artificial Neural Networks
- Image Super Resolution Using Autoencoders in Keras
- Data Visualization with Plotly Express
- Time Series Data Visualization And Analysis Techniques
- Neural Network Visualizer Web App with Python
- Classification of COVID19 using Chest X-ray Images in Keras
- Access Bioinformatics Databases with Biopython
- Sentimental Analysis on COVID-19 Tweets using python
- Compare time series predictions of COVID-19 deaths
- Climate Geospatial Analysis on Python with Xarray
- COVID19 Data Analysis Using Python
- Tracking Objects in Video with Particle Filters
- Traffic Sign Classification Using Deep Learning in Python/Keras
- Exploratory Data Analysis With Python and Pandas
- Build a Data Science Web App with Streamlit and Python
- Exploratory Data Analysis with Seaborn
- Reverse and complement nucleic acid sequences (DNA, RNA) using Python
- Decryption with Python
- A Geometrical Approach to Genome Analysis: Skew & Z-Curve
- Data Science Career Path
- Data Visualization with Python and New Methods in Matplotlib
- Python Development & Data Science: Variables and Data Types
- Big Data Hadoop Course
- 10 data science projects 2024
- Machine Learning Online Course
- Complete Python and Machine Learning in Financial Analysis
- Python & TensorFlow: Deep Dive into Machine Learning
- Emotion Detection Machine Learning Project Using YOLOv7
- Python for Deep Learning: Build Neural Networks in Python
- 2024 Deployment of Machine Learning Models in Production
- 15 machine learning projects 2024
- 3 real world deep learning projects
- Python for beginners - Learn all the basics of Python
- HTML 5 With Quizzes And Python 3 Complete Course
- Web Automation and Scraping using Python
- Web Development Masterclass - Online Certification Course
- Wordpress For Beginners
- Learn Elementor & WordPress, for Startups & Freelancers
- Complete Wordpress Website Developer Course
- SEO - The Complete SEO Course Beginners to Advanced 2023
- The Complete SEO Guide: SEO For Beginner to Expert 2024
- Blogging For Beginners: Start a Blog Discover Passive Income
- Python Video Processing
- Photo Editing With Free Software
- Intro To Basic Video Creation
- Wondershare Filmora 11 Video Editing Course in Hindi