Intellipaat Data Science Course is a free Data Science tutorial for beginners as well as professionals to learn Data Science and its algorithms in a comprehensive crash course. This complete Data Science course masters you to learn the Data Science principles, tools, algorithms, and methodologies that make it a powerful medium to solve business problems. Below are the topics covered in this Data Science for Beginners Course video: 01:45 - Who is a Data Scientist? 03:03 - Where do Data Scientist come from? 05:34 - What does a Data Scientist do? 09:00 - Prerequisites to become a Data Scientist 13:12 - Data Scientist Roles and Responsibilities 19:17 - Data Scientist Salary 21:05 - Who's hiring Data Scientist? 22:51 - Need of Data Science 24:13 - What is Data science? 25:14 - Understanding Different Techniques 25:21 - Data Visualization 25:39 - Data manipulation 26:05 - Statistical Analysis 26:25 - Machine Learning 28:09 - Life Cycle of Data Science 28:23 - Data Acquisition 28:50 - Data Preprocessing 29:06 - Model building 29:22 - Pattern Evaluation 29:44 - Knowledge Representation 30:03 - Chat-Bots 30:27 - Self driving Cars 30:45 - Sentiment Analysis 31:08 - Image - Tagging 31:25 - What is Numpy? 33:21 - How to Create Numpy Array? 36:10 - 2d Arrays in Numpy 39:37 - Numpy Array Initialization 47:00 - Numpy Array Inspection 01:06:50 - Numpy Broadcasting 01:09:40 - Indexing and Slicing in Python 01:15:23 - Array Manipulation in Python 01:36:30 - Advantages of Numpy over List 01:45:56 - Pandas Module 01:46:50 - What is Pandas? 01:48:24 - Where did the name pandas come from? 01:49:55 - Features of Pandas 01:56:20 - Pandas vs Numpy 01:58:24 - How to import Pandas in Python? 01:59:09 - Data Structure in Pandas 02:00:29 - What is series object? 02:03:00 - How to change the Index name? 02:05:16 - What is a DataFrame? 02:06:03 - Features of DataFrame 02:07:27 - How to Create DataFrame? 02:18:40 - Merge, Join and Concatenate 02:56:00 - Quiz 02:58:45 - Basics of Data Visualization 03:05:45 - Plotting the graphs (Matplotlib Demo) 03:13:33 - Data Visualization Libraries 03:15:35 - What is Matplotlib? 03:16:20 - Why choose Matplotlib? 03:21:45 - Types of Plots and Demo on Matplotlib 04:29:55 - Introduction to Machine Learning 04:41:46 - What is Machine Learning? 04:43:30 - How does Machine Learn? 04:45:16 - Machine Learning popular Myth! 04:47:31 - Types of Machine Learning 04:48:05 - Supervised Learning 04:51:26 - Unsupervised Learning 04:59:36 - Reinforcement Learning 05:11:26 - Types of Regression 06:23:45 - Logistic Regression 06:44:27 - Spam Email Classifier 07:55:55 - What is Classification 07:56:47 - Types of Classification 08:08:11 - Visualizing a Decision Tree 08:10:00 - Decision Tree Terminology 08:14:35 - Creating a Decision Tree 08:16:00 - How do we split a Tree? 08:17:55 - Calculating Entropy 08:33:56 - Confusion Matrix 08:36:00 - Decision Tree Example Hands-on 08:45:10 - Understanding Naive Bayes Classifier 09:02:44 - Clustering algorithms 09:03:38 - What is Clustering? 09:04:57 - Examples of Clustering 09:08:20 - Types of Clustering 09:12:40 - K means Clustering 09:12:04 - What us k-means Clustering? 09:15:24 - Business Application of K-Means 09:16:36 - Understanding K-means Algorithm 09:34:27 - Python Project 10:33:50 - Python Interview Questions 11:21:57 - Machine Learning with Python 11:30:27 - Data Science Project 12:11:30 - Quiz 12:11:50 - Data Science Interview Questions 🔥Intellipaat Data Science course: intellipaat.com/data-science-architect-masters-program-training/ 📕 Read complete Data Science tutorial here: intellipaat.com/blog/tutorial/data-science-tutorial/ #DataScienceCourse #DataScienceFullCourse #DataScienceforBeginners #DataScienceTutorial 📌 Do subscribe to Intellipaat channel & get regular updates on videos: bit.ly/Intellipaat 🔗 Watch Data Science tutorials here:- bit.ly/30QlOmv 📕 Read insightful blog on what is Data Science: intellipaat.com/blog/what-is-data-science/ 📰Interested to know about Data Science certifications? Read this blog: intellipaat.com/blog/data-science-certification/ ---------------------------- Intellipaat Edge 1. 24*7 Life time Access & Support 2. Flexible Class Schedule 3. Job Assistance 4. Mentors with +14 yrs 5. Industry Oriented Course ware 6. Life time free Course Upgrade ------------------------------ For more information: Please write us to sales@intellipaat.com or call us at: +91-7847955955 Website: intellipaat.com/data-science-architect-masters-program-training/ Facebook: www.facebook.com/intellipaatonline Telegram: t.me/s/Learn_with_Intellipaat Instagram: www.instagram.com/intellipaat LinkedIn: www.linkedin.com/company/intellipaat-software-solutions Twitter: twitter.com/Intellipaat

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