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Machine Learning Essentials

Learning Format

Online mode

Total training duration

80-90 hrs (2 months)

Syllabus

8 weeks

Certification

Yes

Machine Learning Essentials

Machine Learning Essentials provides a comprehensive introduction to the core concepts and techniques of machine learning. It focuses on teaching how algorithms learn from data to make predictions and decisions without explicit programming. Learners explore key topics such as supervised and unsupervised learning, model evaluation, and data preprocessing. This course builds a strong foundation for applying machine learning in real-world scenarios across industries like finance, healthcare, and technology.

Syllabus Summary

Introduction to Machine

  • Learning concepts
  • Supervised vs Unsupervised learning
  • Assignment at end of week
  • Regression models: Linear, Logistic
  •  Hands-on with Scikit-learn
  • Assignment at end of week
  • Classification: Decision Trees, Random Forest, SVM
  •  Assignment at end of week
  • Clustering: K-means, DBSCAN
  • Evaluation metrics for clustering
  • Assignment at end of week
  •  Mock Interview 1

Model evaluation:

  • accuracy, precision, recall, F1-score
  • Cross-validation techniques
  •  Assignment at end of week
  • Feature engineering & scaling
  •  Assignment at end of week
  • Hyperparameter tuning (GridSearch, RandomSearch)
  • Assignment at end of week
  • End-to-end ML project
  •  Final project presentation
  •  Mock Interview 2
  •  Assignment at end of week

Course Summary

Eligibility

Tech & Non-Tech Working professional, Freshers, Graduate from any domain.

Live Doubt Solving

Get your queries solved with daily dedicated doubts solving sessions.

Instructor

Experts and trainer for top-tech companies.

Certification

10+ ISO Globally recognized certified

Mode of Learning

100% Live Learning with experienced instructors and hands-on sessions.

Real time projects

Get practical experience with real-world projects for a career in analytics.

Certification

Gammatica is a company dedicated to providing high-quality coaching classes for students, designed to foster academic success and personal growth.

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Gammatica is a company dedicated to providing high-quality coaching classes for students, designed to foster academic success and personal growth.

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