Data Science Full Course 2025 | Data Science Courses: Statistics, Python, ML And More | Intellipaat
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Unlock Your Data Science Journey with Intellipaat! 🚀
Are you ready to dive into the world of data science and build a rewarding career? This video on Data Science Courses is your ultimate guide to mastering the skills needed to excel in this field. Whether you're a beginner or looking to enhance your expertise, this comprehensive data science course covers everything from Statistics for Data Science to Python, Machine Learning, and beyond. Explore the concepts, tools, and techniques that make data science one of the most in-demand skills today!
This data science full course is a compilation of multiple courses, including:
📊 Statistics for Data Science: Learn the foundations of data analysis.
🐍 Python for Data Science: Gain hands-on coding experience.
🤖 Machine Learning: Understand algorithms and predictive modeling.
💻 Data Science Projects: Work on real-world applications.
We’ve designed this course to cater to data science beginners, freshers, and professionals seeking to upskill. You'll gain knowledge and practical experience through engaging lessons and hands-on projects.
📖 Below are the topics covered in this video titled as - "Data Science Courses: Statistics, Machine Learning, and Many More":
00:00:00 - Introduction to Data Science Course
00:04:14 - What is Data Science?
00:09:10 - Data Science Life Cycle
00:10:50 - Analyzing Data Scientist Job Description
00:16:06 - Bias
00:19:49 - Variance
00:23:55 - Bias-Variance Trade-off
00:28:06 - Covariance
00:45:56 - Linear Regression
02:16:08 - Logistic Regression
02:16:50 - Ordinary Least Squares Method
03:17:52 - Linear Regression Hands-On
03:35:47 - Logistic Regression - Classification
05:38:18 - Decision Tree Algorithm in Machine Learning
05:59:43 - Entropy
06:00:25 - Gini Impurity
06:03:42 - Correlation and Covariance
06:32:15 - Overfitting
07:06:34 - Standardization & Normalization
07:38:17 - Random Forest Algorithm in Machine Learning
09:05:03 - Naive Bayes Classifier
09:36:59 - Multinomial Naive Bayes
09:42:08 - Complement Naive Bayes
✅ Which course is best for data science?
The best course for data science depends on your learning goals and expertise level. For beginners, courses covering Python, Statistics, and Machine Learning are ideal, while advanced learners can explore deep learning and big data tools. Intellipaat’s Data Science Course offers a comprehensive program combining these topics with hands-on projects and industry-recognized certifications. It's perfect for building practical skills and advancing your career!
➡ ️ About the Course
This online Data Science course, in collaboration with iHUB, IIT Roorkee & Microsoft, will help you to elevate your Data Science career. In this course you will master skills like Python, SQL, Statistics, Machine Learning, AI, Power BI & Generative AI, along with real-time industry-oriented projects.
➡ ️ Why Join This Course?
👉 🏼 Practice with Real-World Problems: Work on projects that showcase your ability to solve business problems using data.
👉 🏼 Prepare for Coding and Case Studies: Be ready for coding challenges and case studies involving data analysis or predictive modeling.
👉 🏼 Communicate Clearly: Practice explaining complex data insights in a simple and effective way, showing both technical and business understanding.
➡ ️ Who Should Take This Course?
☑ ️ Information Architects and Statisticians
☑ ️ Developers looking to master Machine Learning and Predictive Analytics
☑ ️ Big Data, Business Analysis, Business Intelligence, and Software Engineering Professionals
☑ ️ Aspirants who are looking to work as Machine Learning Experts, Data Scientists, etc.
☑ ️ Anyone who wants to learn machine learning, artificial intelligence, data visualization, data analytics, data structures, and algorithms (DSA).
➡ ️ Key Features - (Course Features)
👉 🏼 50+ Live sessions across 7 months
👉 🏼 218 Hrs Self-paced Videos
👉 🏼 200 Hrs Project & Exercises
👉 🏼 Learn from IIT Roorkee Faculty and Industry Practitioners
👉 🏼 1:1 with Industry Mentors and 24*7 Support
👉 🏼 Campus Immersion at IIT Roorkee
➡ ️ What’s Covered in This Program? -
✅ Preparatory Session - Linux and Python
✅ Data Wrangling with SQL
✅ Python with Data Science
✅ Linear Algebra and Advanced Statistics
✅ Machine Learning
✅ Performance Metrics
✅ Deep Learning Using TensorFlow
✅ Data Science Capstone Project
✅ Business Case Studies
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