Best Artificial Intelligence & Machine Learning Course in Kolkata with Placement Assistance

Artificial Intelligence & Machine Learning Course

Best Artificial Intelligence & Machine Learning Course in Kolkata with Placement Assistance

Euphoria GenX offers an Artificial Intelligence & Machine Learning Course in Kolkata, designed to help students and aspiring professionals build industry-ready skills through practical, job-oriented training. The course covers Python programming, data handling, statistics, machine learning, deep learning, natural language processing, computer vision, and AI tools. Students gain hands-on experience through real-world projects, model development, data analysis, and practical assignments using industry-relevant technologies. The training focuses on building, testing, and deploying intelligent solutions while developing strong programming and problem-solving skills. Experienced trainers provide continuous mentoring, assessments, and project-based learning to prepare learners for current industry requirements. Euphoria GenX also provides 100% placement assistance, resume building, mock interviews, interview preparation, and career guidance. Flexible online and offline learning options make this AI and Machine Learning Course in Kolkata suitable for students, freshers, job seekers, and working professionals looking to build careers as AI and Machine Learning professionals.

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Artificial Intelligence & Machine Learning Course Content

PYTHON REFRESHER & DATA HANDLING FOR ML

Module 1: Introduction to AI, ML and Deep Learning
  • Introduction to Artificial Intelligence
  • Machine Learning vs Deep Learning
  • Real-World Applications of AI and ML
  • Types of Machine Learning
  • Supervised Learning
  • Unsupervised Learning
  • Reinforcement Learning Basics

Module 2: Python Refresher for Machine Learning
  • Python Data Types
  • Lists and Dictionaries
  • Loops and Conditional Statements
  • Functions
  • Introduction to Jupyter Notebook
  • Importing Python Packages
  • Virtual Environments Basics
  • File Handling in Python

Module 3: Data Handling with Pandas
  • Introduction to NumPy and Pandas
  • Reading CSV Files
  • Exploring Datasets Using head(), info() and describe()
  • Basic Data Statistics
  • Student Scores vs Study Hours Dataset
  • Basic Data Visualization

DATA ANALYSIS & VISUALIZATION

Module 4: Exploratory Data Analysis (EDA)
  • Introduction to EDA
  • Handling Missing Values
  • Detecting and Handling Outliers
  • Understanding Data Types
  • Data Filtering and Column Selection
  • Grouping Data Using groupby()
  • Summary Statistics
  • Data Analysis Using Real-World Datasets

Module 5: Data Visualization with Matplotlib
  • Introduction to Data Visualization
  • Line Plots
  • Bar Charts
  • Histograms
  • Scatter Plots
  • Box Plots
  • Visual Data Analysis
  • Generating Insights from Data

SUPERVISED LEARNING – REGRESSION

Module 6: Linear Regression
  • Introduction to Regression
  • Training and Testing Data
  • Linear Regression Algorithm
  • Cost Function Basics
  • Overfitting and Underfitting
  • Mean Absolute Error (MAE)
  • Mean Squared Error (MSE)
  • Root Mean Squared Error (RMSE)
  • R-Squared (R²)
  • Actual vs Predicted Values

Module 7: Regression Model Development
  • Train-Test Split Using Scikit-Learn
  • Building Linear Regression Models
  • Feature Selection and Engineering
  • Polynomial Regression Basics
  • House Price Prediction
  • Student Score Prediction
  • Bike Rental or Salary Prediction

SUPERVISED LEARNING – CLASSIFICATION

Module 8: Classification Algorithms
  • Introduction to Classification
  • Binary and Multiclass Classification
  • Logistic Regression
  • K-Nearest Neighbors (KNN)
  • Decision Tree Classification
  • Model Training and Testing
  • Classification Using Real-World Datasets

Module 9: Classification Model Evaluation
  • Accuracy
  • Precision and Recall
  • F1-Score
  • Confusion Matrix
  • ROC Curve Basics
  • Comparing Classification Models
  • Understanding Overfitting in Decision Trees
  • Customer Churn Prediction
  • Heart Disease Prediction

ADVANCED MACHINE LEARNING MODELS

Module 10: Advanced ML Algorithms
  • Introduction to Ensemble Learning
  • Random Forest Algorithm
  • Support Vector Machines (SVM) Basics
  • Gradient Boosting Basics
  • Feature Scaling
  • StandardScaler and MinMaxScaler
  • Cross-Validation
  • Model Performance Comparison

Module 11: Model Optimization and Improvement
  • Scikit-Learn Pipelines
  • Hyperparameter Tuning
  • GridSearchCV
  • RandomizedSearchCV
  • Model Parameter Selection
  • Improving Classification Accuracy
  • Model Evaluation and Optimization

DEEP LEARNING WITH KERAS

Module 12: Introduction to Deep Learning
  • Introduction to Deep Learning
  • Artificial Neural Networks (ANN)
  • Neurons and Neural Network Layers
  • Activation Functions
  • ReLU, Sigmoid and Softmax
  • Machine Learning vs Deep Learning
  • Applications of Deep Learning

Module 13: Neural Network Development
  • Introduction to TensorFlow and Keras
  • Building Feed-Forward Neural Networks
  • MNIST Handwritten Digit Classification
  • Neural Networks for Tabular Data
  • Training and Validation Loss
  • Number of Layers and Neurons
  • Epochs and Model Performance
  • Comparing Neural Networks with Logistic Regression

NATURAL LANGUAGE PROCESSING (NLP)

Module 14: Introduction to NLP
  • Introduction to Natural Language Processing
  • Real-World NLP Applications
  • Text Preprocessing
  • Lowercasing and Stopword Removal
  • Stemming and Lemmatization
  • Bag-of-Words
  • TF-IDF Vectorization
  • Text Feature Extraction

Module 15: NLP Model Development
  • SMS Spam Classification
  • Email Spam Classification
  • Text Cleaning and Processing
  • TF-IDF Vectorizer
  • Logistic Regression for Text Classification
  • Naive Bayes Classification
  • Sentiment Analysis
  • Confusion Matrix and Model Evaluation

PROJECTS, GITHUB & INTERVIEW PREPARATION

Module 16: Practical AI/ML Projects
  • Exploratory Data Analysis Project
  • House Price Prediction
  • Student Score Prediction
  • Heart Disease or Diabetes Prediction
  • Customer Churn Prediction
  • SMS Spam Classification
  • Movie Review Sentiment Analysis
  • Model Training and Evaluation
  • Project Documentation

Module 17: Capstone Project Development
  • Healthcare Prediction System
  • Customer Churn Prediction System
  • NLP-Based Spam or Sentiment Analysis
  • Dataset Preparation and Cleaning
  • Model Selection and Training
  • Performance Evaluation
  • Results Analysis and Reporting
  • Future Improvements

Module 18: Git and GitHub
  • Introduction to Git and GitHub
  • Creating a GitHub Account
  • Repository Creation
  • Git Init, Add and Commit
  • Pushing Projects to GitHub
  • Creating a README File
  • Managing Project Files
  • Building an AI/ML Portfolio

Module 19: Industry Orientation and Interview Preparation
  • AI/ML Career Opportunities
  • Entry-Level Machine Learning Roles
  • AI Developer and Data Analyst Roles
  • Overfitting vs Underfitting
  • Bias-Variance Basics
  • Train-Test Split and Cross-Validation
  • Model Evaluation Metrics
  • Basic Machine Learning Interview Questions
  • Presenting Projects in Interviews
Download Syllabus Download Now
Price 74999.00 64999.00
Duration 6 months
Enrolled 100+

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Key Features of Our Artificial Intelligence & Machine Learning Course in Kolkata

Euphoria GenX offers a comprehensive Artificial Intelligence & Machine Learning Course in Kolkata, designed to prepare students and professionals for careers in AI, Machine Learning, and Data Science. Our job-oriented training covers Python, data analysis, machine learning, deep learning, NLP, computer vision, and AI tools, helping learners develop practical skills aligned with industry requirements. Students gain hands-on experience through live projects, real-world datasets, model development, and practical assignments. Guided by experienced industry mentors, learners receive continuous support to strengthen their technical and problem-solving abilities. At Euphoria GenX, we provide career support through resume building, mock interviews, interview preparation, and job assistance to help learners become industry-ready. Our 100% placement assistance supports candidates in pursuing opportunities across IT companies, startups, and MNCs. Flexible online and offline learning options make this AI and Machine Learning Course in Kolkata suitable for freshers, job seekers, and working professionals seeking careers in artificial intelligence and machine learning.

Build Your Future in Artificial Intelligence & Machine Learning!
Learn the right skills and get placement assistance

We provide hands-on, career-focused training in Python, Data Science, Machine Learning, Deep Learning, Natural Language Processing, Computer Vision, and AI tools in our Artificial Intelligence & Machine Learning course. Designed to meet current industry requirements, the program provides hands-on learning through live projects, real-world datasets, model development, and practical AI applications. Career opportunities include AI Engineer, Machine Learning Engineer, Data Scientist, AI Developer, and Machine Learning Specialist. With experienced mentors and industry-focused training, learners develop the technical and analytical skills required to build successful careers in Artificial Intelligence and Machine Learning.

  • 10,200+ Registered Enrolls
  • 88% Satisfaction Rate
  • 100% Placement Assistance
  • Trusted by Top Companies
  • Online and Offline Mode
  • A-Class Industry Training

Colleges Whom We Work With

DevOps with AWS & Azure and 100% Placement Assistance
Why Choose Our DevOps Course with AWS & Azure in Kolkata
Job-Oriented Training

Build industry-ready skills through job-oriented training covering Artificial Intelligence, Machine Learning, Python, and Data Science.

Hands-On Learning

Work on live projects and real-world deployment tasks to gain practical experience in DevOps tools, cloud environments, automation, monitoring, and application delivery.

100% Placement Assistance

At Euphoria GenX, we don’t just provide training; we support your career journey with 100% placement assistance and dedicated job assistance.

Career Growth Support

From interview prep to resume building, we provide complete support to help you stand out in a dynamic, evolving job market.

Industry Expert Guidance

Learn from experienced industry professionals and gain practical insights into DevOps and Cloud Computing through real-world training and continuous mentorship.

Flexible Learning Mode

Choose online or offline classes based on your schedule and learning preferences.

Frequently Asked Questions

01

Artificial Intelligence (AI) focuses on developing systems that can perform tasks requiring human-like intelligence, such as decision-making, problem-solving, and language understanding. Machine Learning (ML) is a subset of AI that enables computers to learn from data, identify patterns, and make predictions. At Euphoria GenX, students can build a foundation in AI and ML concepts and understand how these technologies are used in real-world applications.

02

Euphoria GenX offers industry-oriented training designed to help students develop practical skills in Artificial Intelligence and Machine Learning. The learning approach focuses on programming fundamentals, hands-on projects, practical assignments, and real-world applications to help students prepare for technical roles in the IT industry.

03

Basic programming and mathematics knowledge can make learning easier, but beginners can start by strengthening their fundamentals. Familiarity with Python, statistics, probability, and algebra is helpful for understanding AI and Machine Learning algorithms. Euphoria GenX's training approach focuses on building technical knowledge and developing practical problem-solving skills.

04

Practical projects are an important part of AI and Machine Learning training because they help learners apply theoretical concepts to real-world problems. Projects may include sales forecasting, customer churn prediction, recommendation systems, image classification, and AI-powered chatbot applications, depending on the curriculum. These projects can help students build a portfolio and demonstrate their technical skills.

05

Euphoria GenX offers career-focused training and placement assistance to help eligible learners prepare for job opportunities. Support may include interview preparation, resume guidance, practical project experience, and access to placement opportunities, subject to the institute's applicable eligibility criteria and placement policy.

06

The course duration depends on the selected program, curriculum, and learning format. Students should contact Euphoria GenX to confirm the current duration, batch schedule, and available online or offline learning options.

07

Yes, every student who completes the training and projects at Euphoria GenX receives a globally recognized professional certification. This certificate validates your technical skills and industry readiness.

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