Data Analyst Full Course in 11hrs | Data Analyst Roadmap in 2024

Data Analyst Full Course in 11hrs | Data Analyst Roadmap in 2024

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Data Analyst Full Course in 11hrs | Data Analyst Roadmap in 2024
Learn the essentials of Data Analytics with our 11-hour course. This video covers the role and skills of a Data Analyst and its importance. It includes key statistics, SQL, and Python concepts, using libraries like NumPy, Pandas, Matplotlib, and Seaborn. You’ll also see how to use Excel for data analysis, create visuals with Tableau, and build machine-learning models. Additionally, the video shows how Generative AI and ChatGPT can enhance data analytics. Learn Data Analytics using Excel, understand the key phases of a Data Analytics project, Data Cleaning, and explore essential Excel functions that support your data analytics journey. https://www.mygreatlearning.com/academy/learn-for-free/courses/data-analytics-using-excel?utm_source=CPV_YT&utm_medium=Desc&utm_campaign=DtAnlystFllCrsin11hrs_2024 Earn a prestigious Data Science certificate from MIT Professional Education. Enroll now and elevate your skills! https://www.mygreatlearning.com/mit-data-science-program?utm_source=CPV_YT&utm_medium=PPDesc1&utm_campaign=DtAnlystFllCrsin11hrs_2024 Jumpstart your career in Data Science with our course designed for freshers. Apply now to learn more! https://www.mygreatlearning.com/pg-program-data-science-course?utm_source=CPV_YT&utm_medium=PPDesc2&utm_campaign=DtAnlystFllCrsin11hrs_2024 🏁 Topics Covered: 00:00:00 Introduction 00:01:39 Who is Data Analyst and their Key Roles 00:06:36 Real-world Applications 00:07:21 Introduction to Data Analytics 00:07:55 What is Statistics? 00:24:24 Inter-quartile Range 00:30:48 Box-plot - 5 number summary 00:37:49 Data cleaning using Excel 00:43:00 Functions in Excel 00:45:05 Types of Functions in Excel 00:55:16 Sort and Filter 01:01:05 Data Validation in Excel 01:09:52 Pivot Table in Excel 01:19:56 Data Visualization using Excel 01:35:57 SQL - Introduction and Installation 01:38:14 Data Types in SQL 1:41:06 Hands-on based on HR Database Management System 2:37:02 Python Numpy Array 2:43:36 Numpy Methods 2:57:28 Numpy Array Mathematics 3:04:54 Numpy Matrix 3:11:25 Numpy Save and Load 3:13:23 Pandas- Introduction 3:13:54 Pandas Series Object 3:16:08 Pandas- Changing Index 3:17:25 Pandas- Series object from Dictionary 3:27:14 Pandas- Dataframe in-built Function 3:30:00 Pandas- iloc and loc function 3:33:42 Pandas- Dropping Rows and Column 3:37:39 Matplotlib Library 3:37:51 Matplotlib Line Plot 3:51:55 Matplotlib- Barplot 3:58:18 Matplotlib- Scatter plot 4:06:11 Matplotlib Histogram 4:12:54 Seaborn Line plot 4:21:17 Seaborn Barplot 4:29:01 Seaborn Scatterplot 4:34:16 Seaborn Histogram/Distplot 4:41:30 Tableau- Introduction 4:47:37 Tableau Architecture 4:49:10 Tableau Dashboards 5:05:41 Regression and its Use cases 5:08:30 Types of Regression [Linear Regression and Multiple Linear Regression] 5:18:20 Hands-on Linear Regression and MLR 5:37:43 Case study on Salary Expectation 6:11:35 Logistic Regression and its use cases 6:17:38 Credit card fraud detection using Logistic Regression 6:53:01 Naive Bayes Algorithm 7:02:16 Diabetes Prediction using Naive Bayes 7:28:03 Decision Tree 7:31:16 Decision Tree - CART 7:35:27 How are Decision Tree built? 7:42:04 Hands-on Decision Tree 8:14:49 Bagging and Random Forest 8:19:40 Hands-on Random Forest 9:07:56 Hierarchical Clustering 9:20:56 Types of Hierarchical Clustering 9:26:10 Agglomerative Hierarchical Clustering- Working 9:34:52 Distance formulas for Clustering [Eucledian Distance; Manhattan Distance; Minkowski Distance; Jaccard Similarity Coefficient] 9:50:37 Finding Optimal Numbers of Clustering 9:54:44 Generative AI- Introduction 9:57:12 Discriminative vs. Generative AI 9:59:40 How Gen AI Works? 10:00:43 Types of Generative AI 10:01:26 ChatGPT Basics 10:02:06 Introduction of Data Analysis using ChatGPT 10:15:05 Loading the Dataset 10:24:15 Data Analysis Project using ChatGPT 11:26:09 Data Analysis Project using Python 11:37:28 Summary #dataanalyticscourse #dataanalysis #dataanalytics #dataanalyticsroadmap 🔥1000+ Free Courses With Free Certificates: https://www.mygreatlearning.com/academy?utm_source=CPV_YT&utm_medium=Desc&utm_campaign=YTVids2024 ⚡ About Great Learning: With more than 11 Million+ learners in 170+ countries, Great Learning is a leading global edtech company for professional and higher education offering industry-relevant programs in the blended, classroom, and purely online modes across technology, data, and business domains. These programs are developed in collaboration with top institutions like Stanford Executive Education, MIT Professional Education, Wharton, University of Arizona, Northwestern University, The University of Texas at Austin, NUS, Microsoft & more. 🔹 For more updates on courses and tips follow us on: ✅ Telegram: https://t.me/GreatLearningAcademy ✅ Facebook: https://www.facebook.com/GreatLearningOfficial/ ✅ LinkedIn: https://www.linkedin.com/school/great-learning/mycompany/verification/ ✅ Follow our Blog: https://glacad.me/GL_Blog