Core Concepts: Version control using Git and collaborative workflows with GitHub Deploying front-end and back-end applications using platforms like Netlify and Heroku Understanding the basics of Continuous Integration and Continuous Deployment (CI/CD) pipelines Tools: Git, GitHub, Netlify, Heroku, GitHub Actions (CI/CD), VS Code Project: Deploy a full-stack application by connecting GitHub repositories to Netlify (for […]
Core Concepts: Working with relational and NoSQL databases using MySQL and MongoDB Performing CRUD operations, joins (SQL), and aggregations (MongoDB pipeline) Integrating databases with backend APIs for real-time data access Tools: MySQL, MongoDB, Mongoose, Node.js, MySQL Workbench, Compass Project: Build a data-driven web application that interacts with both MySQL and MongoDB through REST APIs. Implement […]
Core Concepts: Building RESTful APIs with routing and middleware architecture Implementing secure authentication using JSON Web Tokens (JWT) Designing and managing CRUD operations with proper error handling Tools: Node.js, Express.js, MongoDB, JWT, Postman, Visual Studio Code Project: Create a secure CRUD API using Express.js and MongoDB. Implement JWT-based user authentication and authorization. Test endpoints with […]
Core Concepts: Building modular UIs using React components, props, and state management Using React Hooks for side effects, stateful logic, and lifecycle methods Implementing routing and global state management with React Router and Context API Tools: React.js, React Router, Context API, Vite/CRA, Netlify/Vercel, Visual Studio Code Project: Build a dynamic single-page application (SPA) using React […]
Core Concepts: JavaScript fundamentals including syntax, variables, functions, and ES6+ features DOM manipulation, event handling, and building dynamic web interactions Understanding JavaScript’s role in enhancing front-end interactivity Tools: JavaScript (ES6+), HTML5, CSS3, Chrome DevTools, Visual Studio Code Project: Develop an interactive JavaScript-based game or application (e.g., a quiz app or to-do list). Use DOM manipulation […]
Core Concepts: Fundamentals of web development using HTML5 and CSS3 Creating responsive layouts using media queries and Bootstrap Design principles for building user-friendly, mobile-first websites Tools: HTML5, CSS3, Bootstrap, Visual Studio Code, GitHub Pages Project: Design and build a responsive multi-page personal portfolio website using HTML, CSS, and Bootstrap. Include sections like About, Projects, Contact, […]
Core Concepts: Advanced AI architectures including Transformers and Generative Adversarial Networks (GANs) Designing scalable AI pipelines and workflows for production Understanding Responsible AI practices, including fairness, explainability, and privacy Tools: Hugging Face Transformers, GAN libraries (e.g., TensorFlow/Keras or PyTorch-based), MLflow, SHAP, Azure/AWS/GCP tools Project: Work on a capstone project to solve a real-world industry problem. […]
Core Concepts: Deep learning fundamentals including neural networks, CNNs, RNNs, and transformer-based models like BERT Model version control and reproducibility using Git and DVC Building and deploying AI applications using Flask and cloud platforms like AWS Tools: TensorFlow, PyTorch, BERT, Git, DVC, Flask, AWS (EC2/S3), Docker (optional) Project: Train a sentiment classifier using deep learning […]
Core Concepts: Supervised and unsupervised machine learning techniques including regression, classification, and clustering Evaluating model performance using metrics like RMSE, AUC-ROC, and F1-score Combining SQL queries with Power BI for data extraction and visualization Tools: Python (scikit-learn), SQL, Power BI, Jupyter Notebook Project: Build a customer churn prediction model using classification techniques. Evaluate model accuracy […]
Core Concepts: Data analysis fundamentals using Python libraries like Pandas and NumPy Exploratory Data Analysis (EDA), data wrangling, visualization, and hypothesis testing techniques Interpreting trends and patterns through effective visual storytelling Tools: Python, Pandas, NumPy, Matplotlib, Seaborn, Jupyter Notebook Project: Perform EDA on a public sales dataset. Clean and visualize the data using Pandas and […]