Datascience Bootcamp

The Data Science Boot Camp at The Datalogy Institute is a comprehensive, career-focused program designed to take learners from foundational programming to cutting-edge AI applications. Covering everything from Python to modern AI tools like OpenAI, Hugging Face, and LangChain, this boot camp provides the practical, hands-on training needed to excel in today’s AI-powered job market.

Whether you’re starting your journey or looking to level up, this immersive experience equips you with real-world knowledge and project-based skills to thrive as a data scientist or AI developer.

What You Will Learn

🐍 Python

• Python syntax, data structures, and control flow

• Functions, modules, and object-oriented programming

• Data handling with NumPy, Pandas, Matplotlib, Seaborn

• File handling, error handling, and automation

• Building real-world Python applications

🤖 Machine Learning

• Supervised and unsupervised learning fundamentals

• Techniques: regression, classification, clustering

• Model evaluation, feature engineering, tuning

• Using Scikit-learn for ML development

• Hands-on machine learning projects

🧠 Deep Learning

• Neural networks and perceptrons

• Building models with TensorFlow and Keras

• CNNs for image recognition

• RNNs, LSTMs, GRUs for sequence data

• Training and deploying deep learning models

🪄 OpenAI

• Intro to GPT, Codex, and other OpenAI models

• Text generation, chatbots, summarization, translation

• Prompt engineering for specific use cases

• Integrating OpenAI APIs into applications

📝 Natural Language Processing (NLP)

• Text preprocessing, tokenization, and vectorization

• NER, POS tagging, sentiment analysis

• Transformers and modern NLP models

• Building NLP solutions with spaCy and Hugging Face

🔗 LangChain

• Understanding the LangChain framework

• Creating AI agents and chaining prompts/tools

• Building memory-enhanced pipelines

• Integrating LangChain with OpenAI and vector DBs

🤝 Hugging Face

• Working with Hugging Face Transformers

• Fine-tuning pre-trained models

• Deploying models with Hugging Face Hub and Spaces

• Custom NLP/vision model development

🌐 REST API Integration

• REST API fundamentals and architecture

• Building APIs using Flask and FastAPI

• Consuming external APIs (OpenAI, Hugging Face, etc.)

• Developing full-stack AI applications

🎯 Target Audience

This boot camp is perfect for:

• Aspiring data scientists and AI developers

• Tech professionals looking to upskill in AI and machine learning

• Students and graduates entering the data science field

• Developers transitioning into ML and AI roles

• AI enthusiasts eager for hands-on, real-world experience

🛠️ Requirements

• No prior experience in data science or AI required

• A logical mindset and eagerness to learn

• Laptop or access to Google Colab with Python installed

• Internet connection to access libraries, APIs, and cloud tools

• Willingness to explore, build, and complete real-world projects