Machine Learning

MACHINE LEARNING COURSE IN KOLKATA | PRACTICAL MACHINE LEARNING TRAINING WITH PYTHON

Want to build practical skills in Machine Learning, Artificial Intelligence and Data Science?

Join the Machine Learning Course at Palium Skills and learn how to develop, train, evaluate and improve Machine Learning models through a hands-on, project-based learning approach.

Whether you are a student, fresher, working professional, Python learner or aspiring Machine Learning professional, this training is designed to help you understand both the concepts and practical implementation of Machine Learning.

WHAT WILL YOU LEARN?

The Machine Learning training covers essential fundamentals as well as advanced concepts, including:

Python for Machine Learning

Python Fundamentals NumPy Pandas Scikit-Learn

Machine Learning Fundamentals

Introduction to Machine Learning Types of Machine Learning Systems Supervised Learning Unsupervised Learning Reinforcement Learning Testing and Validation Machine Learning Challenges

Machine Learning Algorithms

Linear Regression Polynomial Regression Logistic Regression Gradient Descent Support Vector Machines (SVM) K-Nearest Neighbors (KNN) Naive Bayes Decision Trees Random Forests K-Means Clustering Ensemble Learning Boosting and Stacking

Advanced Machine Learning

Artificial Neural Networks Perceptron-Based Classification Fuzzy Logic Deep Learning Clustering Recommendation Systems

HANDS-ON PROJECT-BASED LEARNING

This is not only theoretical training.

The course follows a hands-on approach where the concepts are demonstrated and participants implement them on their systems.

The course includes 28 projects plus 1 capstone project, covering practical Machine Learning principles, algorithms and applications.

COMPLETE MACHINE LEARNING WORKFLOW

Understand how a real Machine Learning project progresses:

Real Data → Data Exploration → Data Preparation → Model Selection → Model Training → Fine-Tuning → Deployment → Monitoring and Maintenance

This practical approach helps learners connect Machine Learning theory with real implementation.

WHAT COURSES CAN YOU DO AFTER LEARNING PYTHON?

Python is a versatile programming language that can be used as a foundation for several technology and career-oriented courses.

After learning Python, you can explore:

Machine Learning Data Science Artificial Intelligence Deep Learning Data Analytics Generative AI Agentic AI Automation with Python Web Development with Python Python for Data Analysis Natural Language Processing Computer Vision AI and Machine Learning Applications

Choosing the next course depends on your career goal, interests and existing technical skills.

PYTHON-RELATED COURSES

Palium Skills offers learning paths and courses related to Python and its applications, including:

Python Programming Advanced Python Python for Data Analysis Python for Data Science Python for Machine Learning Machine Learning with Python Artificial Intelligence with Python Deep Learning with Python Automation with Python Generative AI Agentic AI Data Science

Python can be an excellent starting point for learners who want to progress toward Data Science, Machine Learning, Artificial Intelligence and other advanced technology domains.

WHO SHOULD JOIN?

Students and Freshers Working Professionals Python Learners Data and Analytics Professionals Aspiring Data Scientists Aspiring Machine Learning Professionals Professionals looking to upgrade their AI and ML skills

Basic knowledge of Python will be helpful.

TRAINING OPTIONS

Classroom Training Online Training Weekday Batches Weekend Batches

Training is available across locations including Kolkata, Chennai, Bangalore, Mumbai and NCR.

CERTIFICATION

Participants receive a course completion certificate after successfully completing the training, subject to 90% attendance.

TRAINING INCLUDES

Live Instructor-Led Training Study Material and Exercises Hands-On Practical Sessions Project-Based Learning Doubt-Clearing Support by Prior Appointment

START YOUR MACHINE LEARNING JOURNEY

Build your foundation in Python and Machine Learning, strengthen your understanding of ML algorithms, and gain practical experience by working on projects.

Course Details:

https://paliumskills.com/courses/machine-learning/

Individual Enquiries: +91 84205 94969 Email: info@paliumskills.com

Fundamentals

A crash course in Python
  • Python Fundamentals
  • NumPy
  • Pandas
  • Sci-kit Learn
The Machine Learning Landscape
  • What is Machine Learning?
  • Why use Machine Learning?
  • Types of Machine Learning Systems
  • Main Challenges of Machine Learning
  • Testing & Validating
End-to-End Machine Learning Project
  • Working with Real Data
  • Look at the Big Picture
  • Get the Data
  • Discover & Visualize the Data to Gain Insights
  • Prepare the Data for Machine Learning Algorithms
  • Select & Train a Model
  • Fine-tune Your Model
  • Launch, Monitor & Maintain Your System
Classification
  • Traning a Binary Classifier
  • Performance Measures
  • Multiclass Classification
  • Error Analysis
  • Multilabel Classification
  • Multioutput Classification
Training Models
  • Linear Regression
  • Gradient Descent
  • Polynomial Regression
  • Learning Curves
  • Regularized Linear Models
  • Logistic Regression
Support Vector Machines
  • Linear SVM Classification
  • Non-linear SVM Classification
  • SVM Regression

ADVANCED

Decision Trees
  • Training & Visualizing a Decision Tree
  • Making Predictions
  • Estimating Class Probabilities
  • The CART Training Algorithm
  • Computational Complexity
  • Regression
Ensemble Learning & Random Forests
  • Voting Classifiers
  • Bagging & Pasting
  • Random patches & Random Subspaces
  • Random Forests
  • Boosting & Stacking
Artificial Neural Networks
  • Introduction to Artificial Neural Networks
  • Building a Perceptron Based Classifier
Fuzzy Logic
  • Fuzzy Sets
  • Fuzzy Logic
  • Using Python to develop a Fuzzy System

PROJECT WORK

Course NameDelivery ModeFeeSpecial Offer
Machine Learning - Fundamentals Classroom Rs. 9,500 inclusive of taxes Discount for 3+ enrollments
Machine Learning - Advanced Classroom Rs. 9,500 inclusive of taxes Discount for 3+ enrollments
Machine Learning Combined Classroom Rs. 19,000 inclusive of taxes Discount for 3+ enrollments

Basic knowledge of PyA Machine Learning course teaches you how to use data, algorithms and statistical techniques to build systems that can learn from data and make predictions or decisions. The training covers Machine Learning concepts, algorithms, model development and practical projects.thon will be helpful.

Yes. Python is one of the most widely used programming languages for Machine Learning. Knowledge of Python fundamentals is helpful before starting Machine Learning training.

Yes. Machine Learning is one of the most popular learning paths after Python. After learning Python, you can progress toward Machine Learning, Data Science, Artificial Intelligence, Deep Learning, Data Analytics and other advanced technology domains.

Python fundamentals, NumPy, Pandas and Scikit-Learn are particularly useful for Machine Learning. These tools help with programming, data manipulation, data analysis and Machine Learning model development.

The course covers algorithms and techniques including Linear Regression, Polynomial Regression, Logistic Regression, Gradient Descent, Support Vector Machines, K-Nearest Neighbors, Naive Bayes, Decision Trees, Random Forests, K-Means Clustering and Ensemble Learning.

Yes. The course follows a hands-on, project-based learning approach and includes 28 projects plus 1 capstone project.

Advanced topics include Artificial Neural Networks, Perceptron-Based Classification, Fuzzy Logic, Deep Learning, Clustering and Recommendation Systems.

The course is suitable for students, freshers, working professionals, Python learners, data and analytics professionals, aspiring Data Scientists and aspiring Machine Learning professionals.

Learners with basic Python knowledge can start with the Fundamentals level. The course provides a structured progression from Machine Learning fundamentals to advanced concepts and practical applications.

The Fundamentals level focuses on core Machine Learning concepts, algorithms and practical foundations, while the Advanced level covers more advanced Machine Learning concepts and applications. The Combined option provides both levels.

Machine Learning can provide a foundation for progressing toward areas such as Data Science, Artificial Intelligence, Deep Learning, Generative AI, Data Analytics and other AI-related technologies. Career outcomes depend on your skills, experience, projects and overall qualifications.

Yes. Palium Skills provides both classroom and online training options, with weekday and weekend batch options.

Yes. Palium Skills offers Machine Learning training in Kolkata along with training options in other locations.

Yes. A course completion certificate is provided after successful completion of the training, subject to the required attendance criteria.

The course duration can vary depending on the selected course level and batch schedule. Contact Palium Skills for the current batch schedule and detailed course duration.

Python provides a strong programming foundation and has widely used libraries and frameworks for data analysis, Machine Learning and Artificial Intelligence. Learning Machine Learning with Python can help you move from programming fundamentals toward practical AI and data-driven applications.

After Python, you can explore Machine Learning, Data Science, Artificial Intelligence, Deep Learning, Data Analytics, Generative AI, Agentic AI, Automation with Python, Natural Language Processing and Computer Vision, depending on your career goals.

Python learners can explore Python Programming, Advanced Python, Python for Data Analysis, Python for Data Science, Python for Machine Learning, Data Analytics with Python, Artificial Intelligence with Python, Deep Learning with Python and Automation with Python.

The course introduces the complete Machine Learning workflow, including data exploration, data preparation, model selection, training, fine-tuning, deployment, monitoring and maintenance.

You can visit the Palium Skills Machine Learning course page for detailed information or contact the training team for current batch availability, schedule and admission details.

A Few Things You’ll Love!

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  • Certified & Industry Expert Trainers
  • Multiple Training Delivery Models
  • Customized
    Course
  • 24/7 e-Learning Access
  • Assessments and Mock Tests
  • Placement Assistance
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