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Practical Deep Learning For Coders

This 7-week course is designed for anyone with at least a year of coding experience, and some memory of high-school math. You will start with step onelearning how to get a GPU server online suitable for deep learningand go all the way through to creating state of the art, highly practical, models for computer vision, natural language processing, and recommendation systems.

๐Ÿ†“ Free Online Course
Ratingโญ๏ธ: 4.1 out 5
Duration โฐ: 7 weeks
๐Ÿ’ป Lecture Videos
๐Ÿƒโ€โ™‚๏ธ Self paced
Teacher ๐Ÿ‘จโ€๐Ÿซ : Prof. Jeremy Howard

๐Ÿ”— Course Link

#programming #deeplearning
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How To Use R Programming for Research

Use R Programming for Scientific Research

Rating โญ๏ธ: 4.5 out 5
Students ๐Ÿ‘จโ€๐ŸŽ“ : 19,897
Duration โฐ : 1.5 hours on-demand video
๐Ÿ‘ฉโ€๐Ÿ’ป 2 coding exercises
โฌ‡๏ธ 29 downloadable resources
Created by ๐Ÿ‘จโ€๐Ÿซ: Prof Asad Rasul

๐Ÿ”— COURSE LINK

โš ๏ธ Its free for first 1000 enrollments only!


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10 Best Practices for Data Science

The main bottleneck in data science are no longer compute power or sophisticated algorithms, but craftsmanship, communication, and process.

And that the aim is to not only produce work that is accurate and correct, but also can be understood, work that others can collaborate on.

Rule 1: Start Organized, Stay Organized
Rule 2: Everything Comes from Somewhere, and the Raw Data is Immutable
Rule 3: Version Control is Basic Professionalism
Rule 4: Notebooks are for Exploration, Source Files are for Repetition
Rule 5: Tests and Sanity Checks Prevent Catastrophes
Rule 6: Fail Loudly, Fail Quickly
Rule 7: Project Runs are Fully Automated from Raw Data to Final Outputs
Rule 8: Important Parameters are Extracted and Centralized
Rule 9: Project Runs are Verbose by Default and Result in Tangible Artifacts
Rule 10: Start with the Simplest Possible End-to-End Pipeline
Lessons

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Checklist to become a Data Analyst
7 Categorical Data Encoding Techniques
Data Science Projects

Collection of data science projects in Python

Creator: Vaibhav Singh
Stars โญ๏ธ: 1.5k
Forked By: 406
https://github.com/veb-101/Data-Science-Projects

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Become a Citizen Data Scientist with HyperSense-AI Studio

Use R Programming for Scientific Research

Rating โญ๏ธ: 4.6 out 5
Students ๐Ÿ‘จโ€๐ŸŽ“ : 3139
Duration โฐ : 1.5 hours on-demand video
Created by ๐Ÿ‘จโ€๐Ÿซ: Learning Hypersense

๐Ÿ”— COURSE LINK


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Data Science BootCamp - From Analysing Data To Creating ML Models

This free Data Science Bootcamp will help you get started on the roadmap towards a career as top Data Scientist. Master the basics of Python, Tableau, ML, AI and more.


โœ… Free Online Course
๐Ÿƒโ€โ™‚๏ธ Self paced
Duration โฐ : 6 weeks long
Source: geeksforgeeks

๐Ÿ”— COURSE LINK


#datascience
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DATA SCIENCE :THEORIES , MODELS , ALGORITHMS , AND ANALYTICS

by S A N J I V R A N J A N D A S


๐Ÿ“„ 462 pages

๐Ÿ”— Read Online

#datascience
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Data Science Full Course 2024 | Data Science Course For Beginners | Learn Data Science |

This Data Science Course 2024 covers all the important skill sets required to get you a job as a Data Scientist!

This particular Data Science Course For Beginners has been taught by our top industry experts associated with companies like Google, Meta, and Microsoft. So, stay until the end of this video, you will understand Data Science from Fundamentals To Solving Basic Data Science Problems Using Machine Learning Algorithms.

With this Data Science Course 2024, we will give you the Fundamental idea of what is data science, What Datasets are all about, Basic Machine Learning Algorithms, and how you can solve real-world problems like heart disease detection using Data science.

We will also help you with the trending project idea which is creating a Chatbot of your own like ChatGPT using data science. We will also highlight some of the important data science interview questions.


โœ… Free Online Course
๐Ÿƒโ€โ™‚๏ธ Self paced
Duration โฐ : 11-12 hours long
Source: Intellipaat

๐Ÿ”— COURSE LINK


#datascience
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Data Science Platform Market Size
Learning Data Science: Understanding the Basics

Many of the people who work on data science teams won't be data scientists. They'll be the managers and associates who want to gain real business value from your organization's data. These team members need to understand the language of data science so they can ask better questions, understand processes, and help effectively lead their teams and organizations to making better data-driven decisions. This course is an introduction to data science for people who aren't planning on being full-time data scientists. It introduces big data concepts, tools, and techniques, including gathering and sorting data, working with databases, understanding structured and unstructured data types, and applying statistical analysis. Business coach and author Doug Rose helps you speak the language of data science so that you can guide your organization through the opportunities and limitations in this dramatically growing field.


โœ… Free Online Course
๐Ÿƒโ€โ™‚๏ธ Self paced
Duration โฐ : 1-2 hours long
4 quizzes
Source: linkedin learning

๐Ÿ”— COURSE LINK


#datascience
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8 Great Data Science Books For Beginners

In the past few years public interest in data science has surged. What had been a fairly esoteric field is now a common topic in the news, in politics and international law, and in our social media feeds. Data literacy is becoming a highly desired skill in every industry, and consumers enter data points into massive business intelligence systems every day. Whether you just want to stay informed in the data craze or youโ€™re looking to kickstart your data science or data literacy journey, this article features a list of books that can help newcomers navigate the world of data science.

1. โ€œThe Data Science Handbook
2. โ€œDoing Data Science: Straight Talk from the Frontlineโ€ by Cathy O'Neil and Rachel Schutt
3. โ€œNumsense! Data Science for the Layman: No Math Addedโ€ by Annalyn Ng and Kenneth Soo
4. โ€œThe Art of Data Scienceโ€ by Roger D. Peng and Elizabeth Matsui
5. โ€œData Science For Dummiesโ€ by Lillian Pierson
6. โ€œBig Data For Dummiesโ€ by Judith Hurwitz, Alan Nugent, Fern Halper, and Marcia Kaufman
7. โ€œData Jujitsu: The Art of Turning Data into Productโ€ by DJ Patil
8. โ€œBig Data: A Revolution That Will Transform How We Live, Work, and Thinkโ€ by Viktor Mayer-Schรถnberger and Kenneth Cukier

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Data Science Advanced Analytics Interview Prep. Kit - 182+

A walkthrough from the essentials of 182+ data science interview questions from linear regression to advance analytics

Rating โญ๏ธ: 4.6 out 5
Students ๐Ÿ‘จโ€๐ŸŽ“ : 2676
Duration โฐ : 1hr 2min of on-demand video
Created by ๐Ÿ‘จโ€๐Ÿซ: Rupak Bob Roy

๐Ÿ”— Course Link

#datascience #dataanalytics #programming
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Virgilio Data Science

This repository contains articles, GitHub repos and Kaggle kernels which provides data science and machine learning projects with code.

Creator: virgili0
Stars โญ๏ธ: 13.9k
Forked By: 2.5k
https://github.com/virgili0/Virgilio

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Data Science Full Course - 12 Hours | Data Science For Beginners | Data Science Tutorial | Edureka

This Edureka Data Science Full Course video will help you understand and learn Data Science Algorithms in detail. This Data Science Tutorial is ideal for both beginners as well as professionals who want to master Data Science Algorithms.


โœ… Free Online Course
๐Ÿƒโ€โ™‚๏ธ Self paced
Duration โฐ : 11-12 hours long
Source: Edureka

๐Ÿ”— COURSE LINK


#datascience
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Modern Data Scientist

What the industry needs?

Rating โญ๏ธ: 4.5 out 5
Students ๐Ÿ‘จโ€๐ŸŽ“ : 3158
Duration โฐ : 1hr 40 min of on-demand video
Created by ๐Ÿ‘จโ€๐Ÿซ: Prof Poornachandra Sarang, Ph.D.

๐Ÿ”— Course Link

#datascience #programming
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Data Pipeline Overview
The four V's of big data
Probability for Data Science

Covers the probability concepts essential for data science

Rating โญ๏ธ: 4.7 out 5
Students ๐Ÿ‘จโ€๐ŸŽ“ : 2917
Duration โฐ : 1hr 56min of on-demand video
Created by ๐Ÿ‘จโ€๐Ÿซ: Anand Seetharam

๐Ÿ”— Course Link

#datascience #probability
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2025/02/21 18:14:22
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