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Underfitting vs Overfitting
Data Science for Beginners - A Curriculum

Azure Cloud Advocates at Microsoft are pleased to offer a 10-week, 20-lesson curriculum all about Data Science. Each lesson includes pre-lesson and post-lesson quizzes, written instructions to complete the lesson, a solution, and an assignment. Our project-based pedagogy allows you to learn while building, a proven way for new skills to 'stick'.

Creator: Microsoft
Stars⭐️: 21.6k
Fork: 4.3K
Repo: https://github.com/microsoft/Data-Science-For-Beginners


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Data Science job expectation vs reality
Complete Data Science Roadmap 2023
Machine Learning & Data Science from Caltech

This is an introductory course in machine learning (ML) that covers the basic theory, algorithms, and applications. ML is a key technology in Big Data, and in many financial, medical, commercial, and scientific applications. It enables computational systems to adaptively improve their performance with experience accumulated from the observed data. ML has become one of the hottest fields of study today, taken up by undergraduate and graduate students from more than 20 different majors at Caltech. This course balances theory and practice, and covers the mathematical as well as the heuristic aspects.

Free Online Course
🎬 18 Video lessons
📁 downloadable resources
🏃‍♂️ Self paced
Offered by: Caltech

🔗 Course link

#Machine #Leaning #machinelearning #data_science

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Choosing a statistical test
Data Science Projects - Data Analysis & Machine Learning

Learn how to build Data Science Projects with Python. Classification, Time-Series and NLP Projects. Not for beginners.

Rating ⭐️: 4.8 out 5
Students 👨‍🎓 : 5,201
Duration : 1hr 44min on-demand video
Created by 👨‍🏫: Onur Baltacı

🔗 Course Link


#Projects #Data_Analysis #Machine_Learning #Data_Science

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The essential data science venn diagram
Deep Learning Methods (Classification)
Python Data Science Handbook

Python Data Science Handbook: full text in Jupyter Notebooks. This repository contains the entire Python Data Science Handbook, in the form of (free!) Jupyter notebooks.

Creator: Jake Vanderplas
Stars⭐️: 39k
Fork: 17.1K
Repo: https://github.com/jakevdp/PythonDataScienceHandbook


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Different Probability Distributions used in Data Science
Forwarded from AI Revolution
Evolution of AI
6 Deep Learning Books
NOC:Python for Data Science, IIT Madras

🆓 Free Online Course
💻 40 Lecture Videos
5 Module
🏃‍♂️ Self paced
Teacher 👨‍🏫 : Prof. Ragunathan Rengasamy

🔗 https://nptel.ac.in/courses/106106212


#Data_Science #IIT

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Applied Data Science
by Daniel Krasner


📄 141 pages

🔗 Book link

#BigData  #DataScience  #MachineLearning  #Statistics

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Visualisation: visual representations of data and information

Modern society is often referred to as 'the information society' - but how can we make sense of all the information we are bombarded with? In this free course, Visualisation: visual representations of data and information, you will learn how to interpret, and in some cases create, visual representations of data and information that help us to see things in a different way.

Free Online Course
9 Module
Duration : 8 hours
🏃‍♂️ Self paced
Offered by: openlearn

🔗 Course link

#Data #Visualization #data_science

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Data Science vs ML vs Data Analytics vs Math

Visualization created by our team.


#datascience

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Artificial Neural Network for Regression

Rating ⭐️: 4.6 out of 5
Duration : 1hr 11min on-demand video
Students 👨‍🏫: 49,827
Created by: Hadelin de Ponteves, SuperDataScience Team, Ligency Team

🔗 Course link


#ai #ml #neural_networks #machine_learning #data_science #regression

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Data Science Pipeline


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2024/10/03 02:37:18
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