Do I need prior coding experience for the ML course?

No prior coding experience is required. Our Machine Learning course in Nagpur starts with Python basics and statistics fundamentals before progressing to ML algorithms. Beginners are welcome.

Now Enrolling — Machine Learning for Data Science Course Nagpur

Machine Learning Course in Nagpur
for Data Science

From Statistical Modeling to Predictive Analytics — Bridge the gap between data and intelligence with Nagpur's premier training program.

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Limited Seats Available · Next Batch Starting Soon

25+

Years of Excellence

80K+

Students Trained

4.6 ★

Google Rating

✓

Placement Assistance

Understanding the Field

What is Machine Learning?

Machine Learning is a branch of Artificial Intelligence that enables computers to learn from data and improve their performance without being explicitly programmed for each task.

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Artificial Intelligence (AI)

The broad science of making machines mimic human intelligence — reasoning, perception, language, and decision-making. AI is the parent field that includes ML and Deep Learning.

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Machine Learning (ML)

A subset of AI where algorithms learn patterns from data automatically, improving accuracy over time. ML powers recommendation engines, fraud detection, and predictive analytics.

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Data Science

The interdisciplinary field using statistics, ML, and domain expertise to extract insights from large datasets. Data Science applies ML techniques to solve real business problems.

Process Visualization

The Data Science Lifecycle

Master the end-to-end flow from raw data ingestion to deploying predictive Machine Learning models in production.

1️⃣

Data Collection & Wrangling

Gathering raw data and cleaning it with pandas & SQL.

2️⃣

Exploratory Data Analysis (EDA)

Visualizing trends and applying statistical inference.

3️⃣

Model Building & Tuning

Training ML algorithms and hyperparameter optimization.

4️⃣

Deployment & Monitoring

Pushing analytics into production for real-time predictions.

Career Outlook

Why Learn Machine Learning & AI?

ML and AI are the fastest-growing skill sets in the global job market. Companies across every industry are actively hiring ML professionals.

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Comprehensive Data Science Curriculum

The Data Science revolution is no longer coming—it's here. By 2026, 80% of enterprise applications will integrate complex predictive systems. We prepare you to build, not just use, these models.

2.3M Data Roles by 2025

Nagpur's Hub for Data Excellence

Avg. ₹8 LPA

Top-tier Data Scientists in India are now commanding packages exceeding ₹40 LPA in product-based MNCs.

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Launch a Career as a Data Scientist

Roles available across Fintech, Health-tech, and E-commerce.

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Live Trends

LLMs, Stable Diffusion, and RLHF included.

Complete Syllabus

Course Curriculum

12 comprehensive modules from statistics to deployment. Industry-aligned, project-based curriculum.

📚 12 Modules 🔧 6 Tools 🎯 Live Projects

Fundamentals of Statistics

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Population vs Sample
Types of Data: Continuous & Discrete
Central Tendency: Mean, Median, Mode
Measures of Spread: Range, Variance, Standard Deviation

Charts & Visualisation

Bar Graph
Histogram (Shape of Data)
Box Plot: IQR, Whiskers & Outliers

Distributions

Skewness & Kurtosis
Scatter Plot: Positive, Negative & No Correlation

Probability & Distributions

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Probability Basics & Rules
Normal Distribution
Z-Score & Standardisation
Z-Tables
Real-World Applications

Hypothesis Testing

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Null vs Alternative Hypothesis
Level of Significance & p-value
One Sample Z-Test
Two Sample Z-Test
t-Test (One Sample & Two Sample)
Confidence Intervals
Python Implementation with SciPy

Introduction to Machine Learning

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What is Machine Learning?
Types: Supervised, Unsupervised, Reinforcement Learning
ML Workflow & Pipeline
Supervised Learning Overview
Feature Engineering Basics

Regression Models

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Simple Linear Regression

Theory & Mathematical Formulation
Model Building in Scikit-learn
RMSE & R-Square Evaluation
Case Study: House Price Prediction

Multiple Linear Regression

Assumptions & Diagnostics
Multicollinearity Detection
VIF (Variance Inflation Factor)

Logistic Regression & Metrics

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Classification Concepts
Logistic Regression & Sigmoid Function
Model Fitting & Threshold Tuning

Evaluation Metrics

Confusion Matrix
Accuracy, Precision, Recall, Specificity
F1 Score
ROC Curve & AUC

Case Study

Breast Cancer Dataset Classification

Model Validation & Regularisation

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K-Fold Cross Validation
Stratified K-Fold
Shuffle Split

Bias-Variance Tradeoff

Underfitting & Overfitting
Feature Engineering Case Study

Regularisation

Lasso (L1) Regularisation
Ridge (L2) Regularisation
ElasticNet

Advanced Classification Algorithms

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SVM

Hyperplane & Margin
Support Vectors
Linear vs Non-linear SVM (Kernel Trick)

Decision Trees

Gini Index & Entropy
Information Gain

Ensemble Methods

Bagging
Random Forest
Hyperparameter Tuning (GridSearchCV)

Unsupervised Learning

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Dimensionality Reduction

PCA (Principal Component Analysis)
Eigenvalues & Eigenvectors

Clustering

K-Means Clustering
DBSCAN
Elbow Method
Silhouette Score

Advanced Boosting

XGBoost
LightGBM

Recommendation Systems

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Collaborative Filtering
Content-Based Filtering
Hybrid Approaches
Building a Movie Recommender

Time Series Analysis

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Components: Trend, Seasonality, Noise
Time Series Visualisation
Data Splitting for Time Series
Moving Averages & Smoothing

Capstone Project & Deployment

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End-to-End ML Project Pipeline
Model Serialisation (Pickle / Joblib)
Flask API for Model Deployment
Deployment on Heroku / AWS
Portfolio-ready Case Studies

Career Opportunities

Where Will You Work?

ML and AI professionals are among the most sought-after talent globally. Here are the top roles our graduates pursue.

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Machine Learning Engineer

Design, build and deploy ML models into production. Work with large datasets and build scalable pipelines at tech companies.

₹7 – 25 LPA

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Data Scientist

Extract actionable insights from complex data using statistical analysis and ML. Drive business decisions with data-driven strategies.

₹6 – 22 LPA

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AI Engineer

Build intelligent AI-powered applications and systems. Work on NLP, computer vision, and automation projects for enterprises.

₹8 – 30 LPA

Also Career-Ready For

Data Analyst Business Intelligence Analyst NLP Engineer Research Scientist

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Placement Assistance

Expert Instructors

Learn from the Best

Our faculty brings industry experience and academic depth to every session, ensuring you learn practical, job-ready skills.

Raina Nair

Machine Learning & AI Specialist | Expert Instructor

9+ Years Industry Experience

Raina Nair is Unisoft Technologies' lead expert for the Machine Learning and Artificial Intelligence program in Nagpur. With an extensive background in Full-Stack capabilities and AI integrations, she bridges the gap between complex mathematical ML concepts and real-world deployment. Her hands-on teaching methodology ensures students are job-ready from day one.

Connect on LinkedIn View Unisoft Profile →

Our Teaching Methodology

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Live Project-Based Training

Work on real-world ML datasets and build production-grade models from day one. No toy examples.

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1:1 Doubt Resolution Sessions

Dedicated time with the instructor for personalized guidance on concepts you find challenging.

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Weekly Assessments & Feedback

Regular quizzes, coding challenges, and performance reviews to track your progress consistently.

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Resume & Interview Preparation

ML-specific resume building, mock interviews, and portfolio guidance to maximize your placement chances.

→ Meet all our expert faculty

Upcoming Batches

Next Batch Starting

📋 Course Snapshot

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Duration: 2–3 Months

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12 Modules covering Statistics to Deployment

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6+ Industry Tools: Python, TensorFlow, Scikit-learn & more

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Capstone Project included with real-world data

📜

Certificate of Completion

Next Batch Date

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✨ Quick Highlights

🎓

Certificate of Completion

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Classroom + Online modes available

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Call us: +91 95030 05060

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WhatsApp Support for quick queries

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Placement Assistance

Student Reviews

What Our Students Say

Reviews from Unisoft's Google listing that mention machine learning, in the students' own words. Each card opens the review on Google.

★★★★★

"The Data Science course at Unisoft Technologies is amazing! We 4 friends in a batch learned everything from Python and Statistics to Machine Learning and AI tools. Faculty members simplify even the toughest topics. What I loved most was the mentoring sessions that helped me build a real analytics portfolio."

Rashmi Singh

Data Science course · Read it on Google

★★★★★

"The Data Science and Machine Learning course at Unisoft is unlike any other. It’s practical, industry-aligned, and fully project-driven. I got placement support, portfolio guidance, and mentorship from experts. Unisoft isn’t just a training institute — it’s a career accelerator with global exposure!"

Sushant Gorle

Data Science and Machine Learning course · Read it on Google

★★★★★

"…From foundational concepts to advanced machine learning algorithms, the course provided a structured and logical progression that enabled me to grasp complex concepts with ease.One of the standout features of the course is the emphasis on hands-on projects…"

leena kulkarni

Data Science course · Read it on Google

Frequently Asked Questions

Got Questions? We've Got Answers.

Is Machine Learning part of Data Science? ▾

Yes, Machine Learning is a core component of Data Science. Data Science is a broad discipline covering data collection, wrangling, analysis, and visualisation. Machine Learning is the predictive modelling layer within Data Science — where algorithms learn patterns from data. Our course covers both the statistical foundations and the ML algorithms needed for a complete Data Science career.

Do I need prior coding experience for this ML course? ▾

Not at all. Our Machine Learning course in Nagpur is designed for beginners. We start with Python fundamentals and basic statistics before progressing to ML algorithms. If you have a basic understanding of mathematics (12th grade level), you are ready to start. Our faculty ensures every student can follow the pace of the course.

What is the difference between AI and Machine Learning? ▾

Artificial Intelligence (AI) is the broad concept of creating machines that simulate human-like intelligence — including reasoning, language understanding, and decision-making. Machine Learning (ML) is a specific subset of AI where systems learn and improve from experience (data) without being explicitly programmed for each task. Think of AI as the goal and ML as one of the most powerful methods to achieve it.

What is the salary of a Machine Learning Engineer in India? ▾

Machine Learning Engineers are among the highest-paid professionals in India's tech sector. Fresh graduates can expect 4–8 LPA from tier-2 companies and up to 12–15 LPA from MNCs and product companies. With 2–4 years of experience, salaries typically reach 15–25 LPA. Senior ML Engineers and AI Researchers at top firms like Google, Amazon, or Flipkart earn 30–50+ LPA.

Does Unisoft Technologies provide placement assistance after the ML course? ▾

Yes. Unisoft Technologies provides placement assistance to all students who complete the Machine Learning course. This includes resume building workshops, mock interview sessions, LinkedIn profile optimisation, and direct company connections. With 25+ years of industry relationships in Nagpur and beyond, we actively support every student's job search.

What is the duration and mode of the ML course in Nagpur? ▾

The Machine Learning course at Unisoft Technologies is typically completed in 2–3 months with regular classroom and live online sessions available. The curriculum includes 12 modules, hands-on projects, and a capstone deployment project. Contact us at +91 9503005060 to discuss flexible batch timings that suit your schedule.

Still have questions?

Contact our experts directly for a free counseling session and path guidance.

Get in Touch →

Machine Learning Course in Nagpurfor Data Science

25+

80K+

4.6 ★

✓

What is Machine Learning?

Artificial Intelligence (AI)

Machine Learning (ML)

Data Science

The Data Science Lifecycle

Data Collection & Wrangling

Exploratory Data Analysis (EDA)

Model Building & Tuning

Deployment & Monitoring

Why Learn Machine Learning & AI?

Comprehensive Data Science Curriculum

Nagpur's Hub for Data Excellence

Launch a Career as a Data Scientist

Live Trends

Course Curriculum

Tools You'll Master

Where Will You Work?

Machine Learning Engineer

Data Scientist

AI Engineer

Learn from the Best

Our Teaching Methodology

Live Project-Based Training

1:1 Doubt Resolution Sessions

Weekly Assessments & Feedback

Resume & Interview Preparation

Next Batch Starting

📋 Course Snapshot

✨ Quick Highlights

What Our Students Say

Why Unisoft Technologies?

Book Your Free Demo Class

Related Courses at Unisoft

Got Questions? We've Got Answers.

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Machine Learning Course in Nagpur
for Data Science