Syllabus of Machine Learning
1. Mathematics for ML
Master linear algebra, calculus, probability, and statistics. Understand matrices, vectors, derivatives, and distributions for ML algorithms.
2. Data Preprocessing & Exploration
Learn data cleaning, normalization, encoding, handling missing values, and exploratory data analysis using Python libraries like Pandas, NumPy, and Matplotlib.
3. Supervised Learning
Study regression and classification algorithms: Linear Regression, Logistic Regression, Decision Trees, Random Forests, and Support Vector Machines.
4. Unsupervised Learning
Understand clustering and dimensionality reduction techniques: K-Means, Hierarchical Clustering, PCA, and t-SNE.
5. Neural Networks & Deep Learning
Learn artificial neural networks, activation functions, forward & backpropagation, CNNs for image processing, and RNNs for sequence data.
6. Model Evaluation & Optimization
Understand metrics, confusion matrix, cross-validation, hyperparameter tuning, regularization, and techniques to prevent overfitting.
7. Deployment & Production ML
Deploy ML models using Flask/Django APIs, Docker, cloud services (AWS, GCP), and learn versioning with MLflow or TensorFlow Serving.
8. Projects & Portfolio
Work on real-world ML projects like predictive modeling, recommendation systems, NLP, and computer vision. Showcase projects on GitHub and in a portfolio.
Best Summer Training in Machine Learning – Lucknow
About
Techpile offers the best summer training in Lucknow for CS & IT students (B.Tech CS/IT Branch). This project-driven, hands-on, and industry-focused program is designed for B.Tech (CS/IT) and Diploma (CS/IT) students, providing practical skills, live ML project experience, and exposure to cutting-edge technologies in Machine Learning, Deep Learning, and AI.
Recognized as the top company for summer training in Machine Learning in Lucknow, Techpile ensures students gain strong technical knowledge in Python, NumPy, Pandas, Scikit-learn, TensorFlow, PyTorch, and Data Visualization. By the end of the program, learners can confidently develop real-world ML models, showcase portfolio-ready projects during interviews, and build career-ready professional skills in AI and Machine Learning.
Program Tenure & Timing
- Techpile’s Summer Training Program in Machine Learning begins every year in June/July and continues for 4 to 6 weeks, concluding by August/September. The schedule is aligned with college exams and academic calendars, making it convenient for B.Tech and Diploma students. As the best summer training institute in Lucknow, Techpile offers a flexible, project-based learning experience with online and offline classes for enhanced accessibility.
4.9 (2900+ reviews on Google)
How to Join?
- Students can register online through our website or visit the Techpile campus to enroll.
Who can Join? :
Students pursuing Diploma, Undergraduate Degree (B.Tech) in CS/IT, or related fields are eligible to apply for this Machine Learning Summer Training program.
Available for:
- B.Tech / B.E in Computer Science & IT
- MCA (Master of Computer Applications)
- BCA (Bachelor of Computer Applications)
- B.Sc IT (Bachelor of Science in Information Technology)
- Diploma in CS / IT
Hands-on ML Projects
Python, NumPy, Pandas, Scikit-learn, TensorFlow, PyTorch
5 Hours Daily Classes
30000+ students trained so far
