Complete Data Science, ML, DL & NLP Bootcamp

📍 Course Overview

ETU Academy’s Bootcamp is designed to transform beginners into skilled data scientists. Covering core data handling, machine learning, deep learning, and NLP, this course combines theory with real-world applications and hands-on projects.

📘 Syllabus Breakdown

🔹 Module 1: Python for Data Science

• Python basics: variables, loops, functions

• NumPy, Pandas for data manipulation

• Data visualization: Matplotlib, Seaborn

• Exploratory Data Analysis (EDA)

🔹 Module 2: Statistics & Probability

• Descriptive & inferential statistics

• Probability distributions

• Hypothesis testing

• Correlation & regression

🔹 Module 3: Data Wrangling & Cleaning

• Handling missing data

• Data type conversions

• Feature engineering

• Data pipelines

🔹 Module 4: Machine Learning

• Supervised vs. Unsupervised learning

• Regression & classification algorithms

• Decision Trees, Random Forest, KNN

• Clustering: K-Means, DBSCAN

• Model evaluation & tuning (cross-validation, GridSearchCV)

🔹 Module 5: Deep Learning (DL)

• Neural networks basics

• Activation functions & optimizers

• TensorFlow & Keras introduction

• CNNs for image classification

• RNNs and LSTM for sequences

🔹 Module 6: Natural Language Processing (NLP)

• Text preprocessing (Tokenization, Lemmatization)

• Sentiment analysis

• Word embeddings: Word2Vec, GloVe

• Transformers & BERT (introductory level)

• Chatbot & language model mini-projects

🔹 Module 7: Model Deployment

• Streamlit & Flask for app building

• Saving models using Pickle/joblib

• Deploying models on cloud (Heroku, Render)

🔹 Module 8: Capstone Projects

• Real-world datasets & client scenarios

• Group projects & presentations

• Git/GitHub version control

• Peer code reviews

🎯 Key Highlights

• 📊 Hands-on with tools: Jupyter, Scikit-learn, TensorFlow, Keras, NLTK, HuggingFace

• 📁 Real datasets from Kaggle, UCI, and internal case studies

• 🧑‍🏫 1-on-1 mentorship and career guidance

• 💼 Resume and LinkedIn profile building sessions