Mastering Data Science : A Comprehensive Learning Path
Mastering Data Science : A Comprehensive Learning Path, available at $54.99, has an average rating of 3.93, with 322 lectures, 48 quizzes, based on 7 reviews, and has 79 subscribers.
You will learn about Proficiency in data analysis Good knowledge of Data Visualisation techniques Understanding of machine learning algorithms Basics of Deep Learning, Computer Vision, Statistics and NLP Model Deployment This course is ideal for individuals who are Any data science aspirants It is particularly useful for Any data science aspirants.
Enroll now: Mastering Data Science : A Comprehensive Learning Path
Summary
Title: Mastering Data Science : A Comprehensive Learning Path
Price: $54.99
Average Rating: 3.93
Number of Lectures: 322
Number of Quizzes: 48
Number of Published Lectures: 322
Number of Published Quizzes: 48
Number of Curriculum Items: 370
Number of Published Curriculum Objects: 370
Original Price: $19.99
Quality Status: approved
Status: Live
What You Will Learn
- Proficiency in data analysis
- Good knowledge of Data Visualisation techniques
- Understanding of machine learning algorithms
- Basics of Deep Learning, Computer Vision, Statistics and NLP
- Model Deployment
Who Should Attend
- Any data science aspirants
Target Audiences
- Any data science aspirants
Where do I begin? Data science is such a huge field – where do you even start learning about Data Science?
These are career-defining questions often asked by data science aspirants. There are a million resources out there to refer but the learning journey can be quite exhausting if you don’t know where to start.
Don’t worry, we are here to help you take your first steps into the world of data science! Here’s the learning path for people who want to become a data scientist in 2022. We have arranged and compiled all the best resources in a structured manner so that you have a unified resource to become a successful data scientist.
Moreover, we have added the most in-demand skills for the year 2022 for data scientists including storytelling, model deployment, and much more along with exercises and assignments.
Key takeaways of this course
The course is ideal for beginners in the field of Data Science. Several features which make it exciting are:
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Beginner friendly course: This is a beginner-friendly course and has no prerequisites.
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Curated list of resources to follow: All the necessary topics are covered in the course, in an orderly manner with links to relevant resources and hackathons.
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Updated skillset for 2022: The knowledge of Machine Learning models is important but that won’t set you apart. We have included some of the top unique skills you’ll require to become a data scientist in 2022.
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Assignments to test yourself: What’s the best way to test your knowledge? Each module comes with assignments and MCQs to give your memory a boost.
Course Curriculum
Chapter 1: Introduction
Lecture 1: Overview of the Learning Path
Lecture 2: Your Personalized Learning Path for Data Science
Chapter 2: Month 1: Data Science Toolkit
Lecture 1: Plan for Month 1
Lecture 2: Understanding Machine Learning and its impact
Lecture 3: Job of Data Scientist
Lecture 4: Overview of the Course
Lecture 5: A brief introduction to Python
Lecture 6: Installing Python
Lecture 7: Theory of Operators
Lecture 8: Understanding Operators in Python
Lecture 9: Understanding variables and data types
Lecture 10: Variables and Data Types in Python
Lecture 11: Understanding Conditional Statements
Lecture 12: Implementing Conditional Statements in Python
Lecture 13: Understanding Looping Constructs
Lecture 14: Implementing Looping Constructs in Python
Lecture 15: Understanding Functions
Lecture 16: Implementing Functions in Python
Lecture 17: A brief introduction to data structure
Lecture 18: Understanding the concept of Lists
Lecture 19: Implementing Lists in Python
Lecture 20: Understanding the concept of Dictionaries
Lecture 21: Implementing Dictionaries in Python
Lecture 22: Understanding the concept of Standard Libraries
Lecture 23: Reading a CSV File in Python – Introduction to Pandas
Lecture 24: Reading a CSV file in Python: Implementation
Lecture 25: Understanding dataframes and basic operations
Lecture 26: Reading dataframes and conduct basic operations in Python
Lecture 27: Indexing a Dataframe
Lecture 28: Sorting Dataframes
Lecture 29: Merging Dataframes
Lecture 30: Apply function
Lecture 31: Aggregating data
Lecture 32: Basics of Matplotlib
Lecture 33: Data Visualization using Matplotlib
Lecture 34: Basics of Seaborn
Lecture 35: Data Visualization using Seaborn
Lecture 36: Regular Expressions
Lecture 37: Understanding Regular Expressions
Lecture 38: Regular Expressions in Python
Lecture 39: Cheatsheet for Python
Lecture 40: Instructions
Lecture 41: Python Coding Challenge
Chapter 3: Month 2: Data Visualization
Lecture 1: The Power of Visualization
Lecture 2: What is Data Visualization and Why Should we Use it
Lecture 3: Exercise – Definition of Data Visualization
Lecture 4: Hans Rosling – 200 Countries 200 Years 4 Minutes
Lecture 5: 4 Key Elements of Effective Data Visualizations
Lecture 6: Why Tableau is a Powerful Tool for Professionals
Lecture 7: What We Will Cover in this Course
Lecture 8: The Tableau Range of Products
Lecture 9: The 5 Tableau Products you should Know
Lecture 10: Installing Tableau Desktop on your System
Lecture 11: Installing Tableau Public on your System
Lecture 12: Difference Between Tableau Server and Tableau Online
Lecture 13: Navigating the Tableau Interface (Part 1)
Lecture 14: Navigating the Tableau Interface (Part 2)
Lecture 15: Connecting to Data Sources in Tableau
Lecture 16: Understanding the Problem Statement
Lecture 17: Loading the Dataset and Getting Familiar with the Variables
Lecture 18: Build your First Visualization in Tableau!
Lecture 19: Hands-On with Labels and Formatting
Lecture 20: Playing Around with Colors
Lecture 21: Using Filters to Build a Pivot Structure in Tableau
Lecture 22: Exporting your Tableau Worksheet
Lecture 23: The Different Chart Types in Tableau
Lecture 24: Line Charts – Working with Time Series Data
Lecture 25: Building Line Charts in Tableau
Lecture 26: Exercise – Sales of Each Category Month-by-Month
Lecture 27: Generating Map Visualizations for Geospatial Analysis
Lecture 28: Map Visualizations in Tableau
Lecture 29: Exercise – Sales by City Analysis
Instructors
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Analytics Vidhya
Data Science Community
Rating Distribution
- 1 stars: 1 votes
- 2 stars: 0 votes
- 3 stars: 0 votes
- 4 stars: 4 votes
- 5 stars: 2 votes
Frequently Asked Questions
How long do I have access to the course materials?
You can view and review the lecture materials indefinitely, like an on-demand channel.
Can I take my courses with me wherever I go?
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don’t have an internet connection, some instructors also let their students download course lectures. That’s up to the instructor though, so make sure you get on their good side!
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