Machine Learning Specialist: 1-Month Intensive Boot Camp
Master the core of Data Science in 30 days. This intensive program is designed to turn you into a Machine Learning specialist, focusing on the mathematical foundations and real-world deployment of predictive models. From data preprocessing to advanced ensemble techniques, you will learn to build and optimize models that drive business decisions.
- Core Algorithms: Regression, Classification, and Clustering
- Advanced Ensemble: Random Forest, XGBoost, and LightGBM
- Data Engineering: Feature Engineering and Pipeline Optimization
- Real-World Impact: 4+ End-to-end ML projects with deployment
- Industry Tools: Scikit-learn, Scipy, and Deployment with Flask/FastAPI
- Advanced Data Manipulation with Pandas & NumPy.
- Exploratory Data Analysis (EDA) & Data Visualization (Seaborn/Plotly).
- Project: Market Analysis & Data Cleaning on a massive dataset.
- Linear & Logistic Regression, Decision Trees, and KNN.
- Understanding Overfitting, Underfitting, and Bias-Variance Tradeoff.
- Project: Credit Scoring System or Medical Diagnosis Model.
- Random Forest, Gradient Boosting (XGBoost/CatBoost).
- Support Vector Machines (SVM) & Dimensionality Reduction (PCA).
- Project: Customer Churn Prediction using Ensemble Methods.
- Hyperparameter Tuning (GridSearch/RandomSearch).
- Model Evaluation Metrics (Precision, Recall, F1-Score, ROC-AUC).
- Final Project: Deploying a Predictive Model into Production using FastAPI.
