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Certificate in Python Machine Learning

Original price was: ₹6,000.0.Current price is: ₹3,000.0.

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Description

Certificate in Python Machine Learning

Duration: 8-12 Weeks (Flexible Learning)
Mode: Online/In-Person
Level: Intermediate
Prerequisites: Basic Python programming knowledge, familiarity with algebra and statistics

Course Overview

This certificate program provides hands-on training in Machine Learning (ML) using Python. Participants will learn to build, evaluate, and deploy ML models using libraries like Scikit-learn, TensorFlow/Keras, and Pandas. The course covers key concepts such as supervised/unsupervised learning, neural networks, and model optimization.

Course Modules

1. Introduction to Python for Machine Learning

  • Python basics (NumPy, Pandas, Matplotlib/Seaborn)

  • Data preprocessing (cleaning, normalization, feature engineering)

2. Supervised Learning

  • Regression (Linear, Polynomial, Ridge/Lasso)

  • Classification (Logistic Regression, SVM, Decision Trees, Random Forest)

  • Model evaluation (cross-validation, metrics like RMSE, accuracy, F1-score)

3. Unsupervised Learning

  • Clustering (K-Means, Hierarchical, DBSCAN)

  • Dimensionality Reduction (PCA, t-SNE)

4. Deep Learning Basics

  • Introduction to Neural Networks

  • TensorFlow/Keras for building MLPs, CNNs, and RNNs

5. Model Deployment & Optimization

  • Hyperparameter tuning (Grid Search, Random Search)

  • Introduction to Flask/Django for model deployment

6. Capstone Project

  • End-to-end ML project: From data collection to model deployment

Learning Outcomes

✔ Build and optimize ML models using Python.
✔ Work with real-world datasets for predictive analysis.
✔ Understand Deep Learning fundamentals.
✔ Deploy models using cloud platforms (AWS/GCP optional).

Who Should Enroll?

  • Aspiring Data Scientists/Machine Learning Engineers

  • Software Developers transitioning to AI/ML

  • Analysts looking to upskill in predictive modeling

Certification

  • Awarded upon completing assignments, quizzes, and the capstone project.

  • Includes graded performance feedback.

Tools & Technologies

  • Python, Jupyter Notebooks

  • Scikit-learn, TensorFlow, Keras

  • Pandas, NumPy, Matplotlib

Fee & Enrollment

  • Price: $300-$800 (varies by institution)

  • Scholarships: Available for eligible candidates.

Enhance your AI career with Python ML skills! 🚀

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