Your Bright Future Is Our Mission!

Call Code and Game Academy For any question call us at +(91) 98985 41233

Machine Learning Course

  • home
  • >
  • Machine Learning
Machine Learning Course – Learn AI and Data Science Algorithms

Online/Offline

About Machine Learning Course

The Machine Learning Course is designed to give you a strong foundation in building intelligent systems using Python, algorithms, and data-driven models. You will learn supervised and unsupervised learning, regression, classification, clustering, and model evaluation.

Machine Learning is the driving force behind AI, data science, and predictive analytics, used by top companies worldwide. Learning it opens doors to high-demand careers in data and AI fields.

By the end of this course, you’ll be able to implement machine learning models, analyze data patterns, and solve real-world problems using intelligent systems.

Machine Learning Course Modules

  • ✔ What is Machine Learning?
  • ✔ Types of Machine Learning: Supervised, Unsupervised, Reinforcement
  • ✔ Applications of Machine Learning in Real Life
  • ✔ Overview of ML Workflow and Pipeline

  • ✔ Python Basics Refresher
  • ✔ Libraries: NumPy, Pandas, Matplotlib, Seaborn
  • ✔ Data Handling and Preprocessing
  • ✔ Data Visualization Techniques

  • ✔ Handling Missing Data
  • ✔ Encoding Categorical Variables
  • ✔ Feature Scaling: Standardization and Normalization
  • ✔ Feature Selection Techniques

  • ✔ Linear Regression
  • ✔ Multiple Linear Regression
  • ✔ Polynomial Regression
  • ✔ Model Evaluation Metrics: MSE, RMSE, R²

  • ✔ Logistic Regression
  • ✔ K-Nearest Neighbors (KNN)
  • ✔ Decision Trees
  • ✔ Random Forest Classifier
  • ✔ Model Evaluation: Accuracy, Precision, Recall, F1-Score, Confusion Matrix

  • ✔ Clustering Techniques: K-Means, Hierarchical Clustering
  • ✔ Dimensionality Reduction: PCA
  • ✔ Association Rule Mining
  • ✔ Applications of Unsupervised Learning

  • ✔ Train-Test Split and Cross-Validation
  • ✔ Bias-Variance Tradeoff
  • ✔ Hyperparameter Tuning: Grid Search, Random Search
  • ✔ Overfitting & Underfitting Solutions

  • ✔ Artificial Neural Networks Basics
  • ✔ Activation Functions
  • ✔ Forward and Backward Propagation
  • ✔ Simple Neural Network Implementation in Python

  • ✔ Support Vector Machines (SVM)
  • ✔ Ensemble Methods: Bagging, Boosting, XGBoost
  • ✔ Gradient Descent Optimization
  • ✔ Introduction to Deep Learning

  • ✔ End-to-End ML Project Workflow
  • ✔ Data Collection, Cleaning, and Analysis
  • ✔ Building and Evaluating ML Models
  • ✔ Deploying ML Models & Portfolio Showcase

FAQ

It’s a branch of AI where systems learn from data and improve without explicit programming.

Yes, knowledge of Python and math (linear algebra, probability, calculus) is helpful.

It covers supervised learning, unsupervised learning, neural networks, and model evaluation.

Python libraries like Scikit-learn, TensorFlow, and PyTorch.

3–6 months for basics, longer for advanced mastery.

Yes, ML is one of the hottest fields with applications in healthcare, finance, and tech.

Yes, projects like spam detection, recommendation systems, and predictive models are included.

Yes, ML engineers are in high demand worldwide.

You can move to Deep Learning, AI, or specialized fields like NLP and Computer Vision.

Because it powers AI, automation, and decision-making systems across industries.
Contact Code and Game Academy - IT, Animation and Game Development training institute in Ahmedabad Shiv Chauhan placed at Persistent System More than 5,000 satisfied students trained at Code and Game Academy Outstanding student success and achievements at Code And Game Academy

Machine Learning

Fill out the form below and our team will guide you
to choose the perfect course for your career growth

Submit

Enroll Now

Why Enroll with
Code And Game Academy?

Take the first step toward a rewarding career in IT, AI/ML, Animation, or Game Development. Our expert-led courses are designed to provide practical skills, hands-on projects, and industry-relevant training that make you job-ready from day one.

Seats are limited for each batch to ensure personalized attention. Don’t wait – submit your details today and let our mentors guide you toward the course that best suits your interests and career goals. Start learning, creating, and building your future with Code And Game Academy!

At Code And Game Academy, we focus on career-oriented IT training, AI/ML certification, professional animation courses, and hands-on game development programs. Each module is designed with industry best practices, real-world projects, and one-on-one mentoring. By enrolling today, you’ll gain practical skills, build a strong portfolio, and position yourself as a job-ready professional in the digital future.

Subscribe Our Newsletter

Get the latest updates on IT, Animation, and Game Development courses,
success stories, and career tips — delivered straight to your inbox.

Join Now

Code and Game Academy - IT, Animation and Game Programming Training Institute

Our office location S.F-28, R3 The Mall, Ahmedabad, Gujarat

Send us an email contact@codeandgameacademy.com

Contact us by phone (+91) 98985 41233

Our Training

Our Training

Quick Links

App

Copyright © 2025 Code And Game Academy. All Right Reserved