Portfolio adjacent. This is a collection of data analysis and data science, statistical methods, machine learning, deep learning, and other topics. I am fascinated with translating abstract ideas into tangible solutions and am particularly interested in the intersection of technology and practical applications.
- Programming Languages: Python, R, SQL
- Data Analysis Tools: Jupyter Notebook, RStudio
- Machine Learning Libraries: TensorFlow, PyTorch, scikit-learn
- Database Management: PostgreSQL, MySQL, MongoDB
- Cloud Platforms: Google Cloud Platform (GCP), Amazon Web Services (AWS)
- Development Tools: Docker, VS Code
- Other Tools: Git, Firebase, Tableau
- Advanced Data Processing Pipeline
- DNA Analysis Tool
- Feature Selection Framework
- Recommender Systems
- Synsearch
- GitHub Analyzers
Portfolio/
├── Artificial-Intelligence/
│ ├── content-processing/
│ ├── research-tools/
│ └── web-automation/
├── Data-Science-and-Analysis/
│ ├── advanced-data-processing/
│ ├── data-quality-facelift/
│ ├── dna-analysis/
│ ├── early-analysis/
│ └── github-analyzers/
├── Machine-Learning-and-Deep-Learning/
│ ├── basics/
│ │ └── ML_Basics_with_Backpropagation_and_Gradient_Descent.ipynb
│ ├── feature-selection-optuna-remix/
│ ├── computer-vision/
│ ├── nlp/
│ └── recommender-systems/
├── Documentation/
│ ├── guides/
│ └── references/
└── Miscellaneous/
├── admin/
└── assets/
| File/Directory | Summary |
|---|---|
| ML Basics | Machine learning fundamentals with backpropagation and gradient descent. |
| Feature Selection Framework | Advanced feature selection framework combining PCA, LASSO, and Optuna optimization. |
| CIFAR10 Analysis | Image classification using logistic regression on CIFAR-10 dataset. |
| Deep Learning Language | Normalization and translation for language projects. |
| Language Modeling | Text analytics and language modeling techniques. |
| LSTM Text Modeling | Text modeling using LSTM neural networks. |
| NLTK Embeddings | Word sense disambiguation and embeddings using NLTK. |
| Recommender System | Implementation of recommendation algorithms. |
| PSID Web Scraping | Automated data retrieval from PSID database. |
| Web Summarizer | URL content summarization tool. |
| AI Research Synthesizer | Research synthesis with Nvidia API integration. |
| Synsearch | Advanced research synthesis tool. |
| Advanced Data Processing | Comprehensive data pipeline with cleaning and transformation. |
| Data Quality Facelift | Data quality enhancement with Streamlit interface. |
| DNA Analysis | Comprehensive genetic analysis tool with health traits, ancestry analysis, and interactive dashboard. |
| GitHub Portfolio Analyzer | Analysis tool for GitHub portfolios. |
| GitHub Repo Analyzer | Repository analysis and insights tool. |
| Credit Risk Analysis | Statistical analysis of credit risk factors. |
| Housing Analysis | Housing market and phishing data analysis. |
| Student Placement | Predictive modeling for student placement. |