Instructor-Led Training Sessions
Our trainers are highly equipped with experience of over 12+ years and will be available to clarify and confirm any queries and details regarding the courses.
Online Training | Classroom | Virtual Classes
- Data Science Course in Nagpur with 100% Placement Assistance
- Data Analyst Career Guidance
- Data Science Course in Nagpur from Real-Time Expert Trainers
- Industry-Oriented Training with Corporate Case Studies
- Free Aptitude Classes & Mock Interviews
About Data Science Course in Nagpur
Data science is a combination of multiple fields and domains including Artificial Intelligence (AI), data analytics, scientific methods, statistics, etc. Data science is all about extracting and analyzing different forms of data using various tools and techniques to come up with robust solutions and information that help businesses make better decisions. Data science uses comprehensive machine learning techniques to come up with compound models.
People who work with and practice data science are known as data scientists. MindQ Systems offers the best Data Science course in Nagpur with extensive training methods and techniques. Data science is one of the most in-demand courses across the globe, for its intuitive and remarkable data mining and resourcing capabilities from data lakes and databases. Data Science is capable of providing insightful solutions and outcomes that can greatly benefit large scale companies and help them improvise and extend their services in a better and updated manner. The data science course provided by us comes with a customized curriculum, taught by the best trainers in Nagpur. You will also be rewarded with a course completion certificate to validate your skills and experience.
Data Science Course in Nagpur Curriculum
Introduction to Artificial Intelligence & Machine Learning
- What is Artificial Intelligence?
- Machine Learning and its Benefits
- What is Data?
- Data Preprocessing and Implementation
- Exploratory Data Analysis (EDA)
- Feature Engineering and Extraction
- Data Wrangling & Manipulation
- Data Visualization
- Statistics, Linear Algebra & Calculus
Python Fundamentals
- Lesson 1 – Python Basics
- Lesson 2 – Python Data Structures
- Lesson 3 – Python Programming Fundamentals
- Lesson 4 – Working with Data in Python
- Lesson 5 – Working with NumPy Arrays
Data Science with Python – Key Learning Objectives
- Understanding Data Science Process & Lifecycle
- Python Environment Setup
- NumPy for Mathematical Computing
- SciPy for Scientific Computing
- Pandas for Data Manipulation
- Scikit-Learn for Machine Learning
- Supervised & Unsupervised Learning
- Data Visualization using Matplotlib
- Web Scraping using BeautifulSoup
Core Data Science Curriculum
- Data Science Overview
- Data Analytics Overview
- Statistical Analysis & Business Applications
- NumPy & SciPy
- Pandas
- Machine Learning with Scikit-Learn
- Natural Language Processing
- Data Visualization
- Web Scraping
Machine Learning
- Supervised, Unsupervised & Semi-Supervised Problems
- Linear Regression & Correlation Analysis
- Multiple Linear Regression
- Logistic Regression
- Confusion Matrix & ROC Curve
- Decision Trees & Random Forest
- Support Vector Machine
- Naïve Bayes
- Bagging & Boosting
- K-Means Clustering
- DBSCAN & RDBSCAN
- Apriori Algorithm
- Model Evaluation Metrics
- Overfitting vs Underfitting
- Regularization Techniques
- Deployment using Python Flask
Deep Learning
- Neural Networks & ANN
- Single & Multi-Layer Perceptron
- CNN Implementation
- RNN, LSTM & GRU
- GANs & Siamese Networks
- Working with Keras
- TensorFlow Fundamentals
Natural Language Processing (NLP)
- Text Reading & Preprocessing
- Text Mining & Extraction using NLTK
- Text Summarization
- Sentiment Analysis
- Regular Expressions
- Bag of Words, TF-IDF, Word2Vec
- GloVe
- N-Grams & WordNet
- Text Classification
- Spacy Library
Computer Vision
- Image Preprocessing & Segmentation
- Edge Detection
- Image Enhancement
- Harris & Shi-Tomasi Corner Detection
- Installing & Working with OpenCV
- Color Isolation & Background Removal
- Feature Extraction
Projects
- Santander Bank Customer Satisfaction
- Digit Recognition
- Author Identification
- Cancer Detection
Software Testing course Training Features
We offer a wide range of high quality teaching combined with practical, extra-curricular activities.
Expert Trainers
We have nothing but the BEST in the field of software. Our trainers are real-time experts with an impeccable record of training students, professionals and corporates.
Flexible Schedule
We organize classes throughout the day at our scheduled timings. You can opt in for a demo according to your plan and schedule.
Industry Specific Scenarios
Since our faculty belongs to the software industry, our trainers are fully aware of the concepts, upgrades and skills required in the market. They teach according to the industrial standards.