Data Science Brain

❤️Top 10 places to find datasets For your DS Projects❤️ 1) data.gov 2) kaggle.com/datasets 3) datahub.io/collections 4) data.fivethirtyeight.com 5) tensorflow.org/datasets 6) huggingface.co/datasets 7) data.world/datasets/open-data 8) archive.ics.uci.edu/ml/datasets.php 9) datasetsearch.research.google.com 10) github.com/awesomedata/awesome-public-datasets

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Foundations of Data Science (from Microsoft Research Lab) https://www.datasciencecentral.com/new-book-foundations-of-data-science-from-microsoft-research-lab/

❤️BEST DEEP LEARNING COURSES TO LEARN NLP and DL ❤️ 1. Deep learning specialization by Andrew Ng https://www.deeplearning.ai/courses/deep-learning-specialization/ 2. Deep learning by Neuromatch https://deeplearning.neuromatch.io/tutorials/intro.html 3. Deep learning for coders by Fast .ai https://course.fast.ai/ 4. Hugging face course on Transformers https://huggingface.co/course/chapter1/1

❤️06 FREE DATA SCIENCE COURSES FROM KAGGLE - With Certificates ❤️ Kaggle is a Goldmine for Data Science. Here are 6 Free courses by Kaggle to go from 0 to 1 in your Data Science journey, 👇 1. Python for Beginners https://www.kaggle.com/learn/python 2. Intro to Machine Learning https://www.kaggle.com/learn/intro-to-machine-learning 3. Intermediate Machine Learning https://www.kaggle.com/learn/intermediate-machine-learning 4. Pandas https://www.kaggle.com/learn/pandas 5. Data Visualization https://www.kaggle.com/learn/data-visualization 6. Intro to Deep Learning https://www.kaggle.com/learn/intro-to-deep-learning

❤️END TO END ML PROJECTS WITH DEPLOYEMENT - YouTube Tutorials❤️ 1. Vehcle Dataset | Krish Naik https://www.youtube.com/watch?v=p_tpQSY1aTs 2. Boston Housing Prediction | Krish Naik https://www.youtube.com/watch?v=MJ1vWb1rGwM 3. Predict Employee Retention | CODESTUDIO https://www.youtube.com/watch?v=-A20sxoHH8Q&list=PLNvKRfckeRUmHhueguiJQg2hkcRmAo8PD 4. Customer Churn Analysis | Satyajit Pattnaik https://www.youtube.com/watch?v=GVECbcKUio4 5. Machine Learning Projects Playlist | CampusX https://www.youtube.com/watch?v=1xtrIEwY_zY&list=PLKnIA16_RmvY5eP91BGPa0vXUYmIdtfPQ

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❤️DATA SCIENCE PROJECTS WITH SOURCE CODE FOR BEGINNERS❤️ Continuation from above... 7. Gender and Age Detection with OpenCV https://data-flair.training/blogs/python-project-gender-age-detection/ 8. Uber Data Analysis Project in R https://data-flair.training/blogs/r-data-science-project-uber-data-analysis/ 9. Driver Drowsiness Detection System with OpenCV & Keras https://data-flair.training/blogs/python-project-driver-drowsiness-detection-system/ 10. Learn to build your first chatbot using NLTK & Keras https://data-flair.training/blogs/python-project-driver-drowsiness-detection-system/ 11. Learn to Build Image Caption Generator with CNN & LSTM https://data-flair.training/blogs/python-based-project-image-caption-generator-cnn/ 12. Movie Recommendation System https://data-flair.training/blogs/data-science-r-movie-recommendation/ 13. Customer Segmentation using Machine Learning in R https://data-flair.training/blogs/r-data-science-project-customer-segmentation/ 14. Breast Cancer Classification with Deep Learning https://data-flair.training/blogs/project-in-python-breast-cancer-classification/ 15. Traffic Signs Recognition with 95% Accuracy using CNN & Keras https://data-flair.training/blogs/python-project-traffic-signs-recognition/

❤️DATA SCIENCE PROJECTS WITH SOURCE CODE FOR BEGINNERS❤️ 1. Advanced Python Project – Detecting Fake News with Python https://data-flair.training/blogs/advanced-python-project-detecting-fake-news/ 2. Road Lane line detection – Computer Vision Project in Python https://data-flair.training/blogs/road-lane-line-detection/ 3. Sentiment Analysis Project in R https://data-flair.training/blogs/data-science-r-sentiment-analysis-project/ 4. Detecting Parkinson’s Disease with XGBoost https://data-flair.training/blogs/python-machine-learning-project-detecting-parkinson-disease/ 5. Colour Detection using Pandas & OpenCV https://data-flair.training/blogs/project-in-python-colour-detection/ 6. Speech Emotion Recognition with librosa https://data-flair.training/blogs/python-mini-project-speech-emotion-recognition/

❤️TOP 07 FREE DATA SCIENCE COURSES❤️ 👩‍🎓From IBM, MIT, Harward, Stanford & Google. 1. MIT Introduction to Computer Science and Programming in Python https://bit.ly/3TmgTnM 2. Google IT Automation with Python ⚠️You have to apply for financial aid on Coursera and can get free access⚠️ https://www.coursera.org/professional-certificates/google-it-automation 3. Introduction to Machine Learning by MIT https://bit.ly/3CDHDJw 4. Harvard CS50's Introduction to Artificial Intelligence with Python https://pll.harvard.edu/course/cs50s-introduction-artificial-intelligence-python?delta=0 5. IBM Data Science Professional Course ⚠️You have to apply for financial aid on Coursera and can get free access⚠️ https://www.coursera.org/professional-certificates/ibm-data-science 6. Machine Learning Specialization | Stanford https://www.coursera.org/specializations/machine-learning-introduction 7. Introduction to Deep Learning | MIT http://introtodeeplearning.com/

Birth of Neural Network Video showing a stem cell transforming into a Neuron.... Look closely at the time lapse...

100+ data structure Questions 1. Array - bit.ly/3vM1JP5 2. String - bit.ly/3SMkjkb 3. tree - bit.ly/3JIsn1i 4. List - bit.ly/3zFatrn 5. DP - bit.ly/3vLwjs5 6. Recursion - bit.ly/3JDhUnv 7. more- bit.ly/3vLbAVm

❤️FREE DATA SCIENCE CERTIFIED COURSES❤️ 👩‍🎓Provided By IBM. 1. Python for Data Science https://cognitiveclass.ai/courses/python-for-data-science 2. Data Analysis with Python https://cognitiveclass.ai/courses/data-analysis-python 3. Data Visualization with Python https://cognitiveclass.ai/courses/data-visualization-python