❤️TOP 10 TRENDING KAGGLE DATASETS - For Amazing Projects!❤️

1) Video Game Sales by Genre
https://www.kaggle.com/datasets/stetsondone/video-game-sales-by-genre

2) Amazon Reviews on Women Dresses
https://www.kaggle.com/datasets/whenamancodes/amazon-reviews-on-women-dresses

3) Diets, Recipes And Their Nutrients
https://www.kaggle.com/datasets/thedevastator/healthy-diet-recipes-a-comprehensive-dataset

4) Football Transfer window from July to September
https://www.kaggle.com/datasets/mohamedsiika/football-transfer-window-from-july-to-september

5) ONU Sustainability of Countries Development
https://www.kaggle.com/datasets/vittoriogiatti/unsdg-united-nations-sustainable-development-group

6) Formula One
https://www.kaggle.com/datasets/thedevastator/formula-one-racing-a-comprehensive-data-analysis

7) Twitter | Stock Market Analysis | Founding Years
https://www.kaggle.com/datasets/whenamancodes/twitter-stock-market-analysis-founding-years

8) Amazon Diwali Sales 2K22
https://www.kaggle.com/datasets/adityak957/amazon-diwali-sales-2k22

9) List of largest companies in India in 2022
https://www.kaggle.com/datasets/dheerajmukati/2022-forbes-list-dataset

10) Global Air Pollution Dataset
https://www.kaggle.com/datasets/hasibalmuzdadid/global-air-pollution-dataset

❤️WEBSITES TO FIND DATA SCIENCE RPOJECTS (100+) - With Source Code❤️


1) 16 Data Science Projects with Source Code to Strengthen your Resume (Python/R) – Kaggle
https://www.kaggle.com/general/217499

2) Top 15 Data Science Projects With Source Code – Interviewbit
https://www.interviewbit.com/blog/data-science-projects/

3) 20 Data Science Projects with Source Code for Beginners – Dataquest
https://www.dataquest.io/blog/20-data-science-projects-with-source-code-for-beginners/

4) 20 Data Science Projects with Source Code for Beginners – projectpro
https://www.projectpro.io/article/15-data-science-projects-for-beginners-with-source-code/343

5) Top 10 GitHub Data Science Projects with Source Code in Python – omenda
https://omdena.com/blog/github-data-science-projects/

6) Top 35 Data Science Projects with Source Code – interview query
https://www.interviewquery.com/p/data-science-projects-with-source-code

❤️TOP 13 ML COURSES ON YOUTUBE 2023 - Most Recent & Best❤️


1) Stanford CS229: Machine Learning
https://t.co/cMLzvsdIcT

2) Making Friends with Machine Learning
https://t.co/LiujYMWFbT

3) Neural Networks: Zero to Hero
https://t.co/WaYzmyHYKU

4) MIT: Deep Learning for Art, Aesthetics, and Creativity
https://t.co/cANOWM1M2B

5) Stanford CS230: Deep Learning (2018)
https://t.co/F1jBHejS5k

6) Applied Machine Learning (Cornell Tech CS 5787, Fall 2020)
https://t.co/2znEMgrJvf

7) Practical Deep Learning for Coders 2022
https://t.co/xTg00k7wrt

8) Practical Deep Learning for Coders 2022 - Part 2
https://t.co/82AHonifNK

9) ML with graphs
https://t.co/hkgfoFoB9O

10) Probabilistic Machine Learning — Philipp Hennig, 2021
https://t.co/Z76gVxeI3d

11) Deep Unsupervised Learning -- Berkeley Spring 2020
https://t.co/ywkSKC5r5w

12) Foundation Models
https://t.co/owLqaDXAwj

13) Stanford CS25 - Transformers United
https://t.co/nkTtSCG854

Download using the following link:

🔗https://usd-msads.github.io/interviews.pdf

❤️TOP 05 DATA ANALYTICS COURSES - Best for 2023❤️


1) Google Data Analytics Professional Certificate
https://www.learndatasci.com/out/coursera-google-data-analytics-professional-certificate/

2) Become a Data Analyst
https://www.learndatasci.com/out/linkedin-learning-become-data-analyst/

3) Excel Skills for Data Analytics and Visualization Specialization
https://www.learndatasci.com/out/coursera-excel-skills-data-analytics-and-visualization-specialization/

4) Data Analyst in R
https://www.learndatasci.com/out/dataquest-data-analyst-r/

5) Business and Data Analysis with SQL
https://www.learndatasci.com/out/skillshare-business-and-data-analysis-sql/

Click on the link below to download 👇

🔗https://library.samdu.uz/files/81c7088cac44ec7270c8a01190f07280_Hands-On%20Deep%20Learning%20for%20%20Images%20with%20TensorFlow.pdf

❤️ROADMAPS FOR DATA ANALYTICS, DS, ML, DL & PYTHON - For 2023❤️


1) Data Analytics Roadmap
https://lnkd.in/gv_gWtNj

2) Data Science Roadmap
https://www.kaggle.com/getting-started/172246

3) Python Roadmap
https://roadmap.sh/python

4) ML Engineer Roadmap
https://www.kaggle.com/getting-started/174107

5) deep Learning Roadmap
https://i.am.ai/roadmap/#note

❤️Top 06 Data Science Hackathon Platforms - with Active Challenges❤️


1) MachineHack
https://machinehack.com/hackathons

2) Kaggle
https://www.kaggle.com/competitions

3) HackerEarth
https://www.hackerearth.com/challenges/

4) DataHack
https://datahack.analyticsvidhya.com/

5) DrivenData
https://www.drivendata.org/competitions/

6) Techgig
https://www.techgig.com/challenge

❤️Top 13 Websites to Get Remote Data Science Jobs❤️


1) FlexJobs
https://www.flexjobs.com/search?search=data+science

2) ARC
https://arc.dev/remote-jobs

3) Jobspresso
https://jobspresso.co/remote-work/

4) Remote.co
https://remote.co/remote-jobs/

5) RemoteOk
https://remoteok.com/

6) WeWorkRemotely
https://weworkremotely.com/

7) JustRemote
https://justremote.co/

8) WorkingNomads
https://www.workingnomads.com/jobs

9) AngelList
https://angel.co/candidates/remote

10) Career Vault
https://www.careervault.io/

11) PowerToFly
https://powertofly.com/

12) Remotive
https://remotive.com/

13) JustRemote
https://justremote.co/remote-jobs

❤️IMPORTANT MATHS FOR DATA SCIENCE - And Resources to Learn it❤️


Coursera: Data science math skills
https://www.coursera.org/learn/datasciencemathskills

edX: Introduction to algebra
https://www.edx.org/course/introduction-algebra-schoolyourself-algebrax-1

Khan Academy: Algebra I
https://www.khanacademy.org/math/algebra

Coursera: Statistics with R specialization
https://www.coursera.org/specializations/statistics

Coursera: Business statistics and analysis specialization
https://www.coursera.org/specializations/business-statistics-analysis

edX: Statistics and probability in data science using Python
https://courses.edx.org/courses/course-v1:UCSanDiegoX+DSE210x+3T2017/course/

edX: Linear algebra: foundations to frontiers
https://courses.edx.org/courses/course-v1:UTAustinX+UT.5.05x+2T2017/course/

Coursera: Mathematics for machine learning: linear algebra
https://www.coursera.org/learn/linear-algebra-machine-learning

edX: Pre-university calculus
https://www.edx.org/course/pre-university-calculus

Khan Academy: Calculus I
https://www.khanacademy.org/math/calculus-1

Coursera: Mathematics for machine learning: multivariable calculus
https://www.coursera.org/learn/multivariate-calculus-machine-learning

Coursera: Introduction to discrete mathematics for computer science specialization
https://www.coursera.org/specializations/discrete-mathematics

Coursera: Introduction to mathematical thinking
https://www.coursera.org/learn/mathematical-thinking

Udemy: Master discrete mathematics: sets, math logic, and more
https://www.udemy.com/master-discrete-mathematics/

edX: Optimization methods in business analytics
https://courses.edx.org/courses/course-v1:MITx+15.053x+3T2016/course/

Coursera: Discrete optimization
https://www.coursera.org/learn/discrete-optimization

edX: Deterministic optimization
https://www.edx.org/course/deterministic-optimization-0

❤️FREE LINKEDIN COURSES TO LEARN DATA ANALYSIS - For 2023❤️


1) Hands on Introduction: SQL
https://t.co/mbLYPLDlkZ

2) Level Up: SQL Code Challenges
https://t.co/MKIgLPxinb

3) Hands on Introduction: Python
https://t.co/7nR8R7pp5G

4) Level Up: Python Skill Test
https://t.co/0HPjnG8xsb

5) Advanced Python
https://t.co/7vMKcYWVWE

6) Data Cleaning in Python Essential Training
https://t.co/HN4KemiEXT

7) Data Preparation and Exploratory Data Analysis in Python
https://t.co/MEcKPDlsbu

❤️Top Trending - KAGGLE DATASETS❤️


1) ICC Men's T20 World Cup 2022
https://www.kaggle.com/datasets/rajsengo/icc-mens-t20-world-cup?select=details.csv

2) 2022 Ukraine Russia War
https://www.kaggle.com/datasets/piterfm/2022-ukraine-russian-war

3) Binance Coin cryptocurrency data
https://www.kaggle.com/datasets/psycon/bnbusdt-2017-to-2022-historical-dataset

4) Google-Landmarks Dataset
https://www.kaggle.com/datasets/google/google-landmarks-dataset

5) COVID-19 Open Research Dataset Challenge
https://www.kaggle.com/datasets/allen-institute-for-ai/CORD-19-research-challenge

6) COVID-19 data from John Hopkins University
https://www.kaggle.com/datasets/antgoldbloom/covid19-data-from-john-hopkins-university

7) International football results from 1972 to 2019
https://www.kaggle.com/datasets/martj42/international-football-results-from-1872-to-2017

8) Major league soccer dataset
https://www.kaggle.com/datasets/josephvm/major-league-soccer-dataset

9) IMDB dataset
https://www.kaggle.com/datasets/harshitshankhdhar/imdb-dataset-of-top-1000-movies-and-tv-shows

10) 2018 Kaggle machine learning and data science survey
https://www.kaggle.com/datasets/kaggle/kaggle-survey-2018