| 🚀 Project | 🧩 Task | 🎯 Objective | 🛠️ Prominent Techniques / Tools |
|---|---|---|---|
| Time Series EDA | Regression & experiment tracking | Learn MLflow tracking, inference, model registry, versioning | Python, Scikit‑learn, MLflow, Pandas, NumPy, MLflow PyFunc |
| Forecasting Methods | End‑to‑end regression | Train, tune, compare, and register best model | Random Forest, GridSearchCV, MLflow Tracking & Registry |
| ANN with MLflow (End‑to‑End MLOps) | Neural network regression | Build production‑ready ANN with full ML lifecycle | Keras, TensorFlow, MLflow, Hyperopt (TPE), PyFunc |
| ML Pipeline with DVC & MLflow | Reproducible ML pipeline | Version data, models, and experiments together | DVC, MLflow, Random Forest, Git, DagsHub |
| Hello Docker Project | Containerization basics | Learn Docker image build & container execution | Docker, Dockerfile, Container Lifecycle |
| Airflow Math Sequence DAG | Workflow orchestration | Learn DAGs, dependencies, and XComs | Apache Airflow 2.x, TaskFlow API, Astro CLI |
| Airflow MLOps Pipeline | End‑to‑end MLOps workflow | Simulate real‑world ML pipeline with deploy decisions | Airflow, Python, MLOps Concepts, Astro CLI |
- Trend Analysis: Examining the overall direction of the data to identify long-term patterns, such as increasing or decreasing trends. Like the silly little triangle wedge things you draw on random price charts.
- Seasonal Analysis: Identifying recurring patterns or cycles that repeat over a fixed period, often related to seasons, months, or days. Like how the market always dumps in September, probably just because everyone thinks it will, so it does.
- Cyclical Analysis: Identifying patterns that occur at irregular intervals, indicating longer-term economic or business cycles. Like the 4 year BTC cycle that will continue ad infinitum.
- Noise or Random Fluctuations: Accounting for irregular and unpredictable variations in the data. Like the blatant market manipulation ruining your shorts.
- Forecasting: Using historical data to make predictions about future values, helping in decision-making and planning.
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