10 coding project ideas! (including data science, data engineering, ML and software engineering)

Many people have asked me what kind of projects are suitable for beginners (or some more intermediate programmers), so in this video I’m showing 10 coding project ideas including data engineering, machine learning engineering, and general software engineering projects! I promised to point you to the right resources, so please find all the useful links to the relevant APIs, data, and libraries below: WineBot: Dataset - https://www.kaggle.com/zynicide/wine-reviews Article on how to return most relevant wine labels - https://towardsdatascience.com/how-to-rank-text-content-by-semantic-similarity-4d2419a84c32 The guy who already used this dataset - https://www.kaggle.com/zynicide/wine-reviews/discussion/75136 TrumpBot: Dataset - https://www.kaggle.com/ayushggarg/all-trumps-twitter-insults-20152021 Article on how to build a chatbot in Python - https://data-flair.training/blogs/python-chatbot-project/Holidays ETL: API - https://calendarific.com/ How to send yourself an e-mail - https://blog.mailtrap.io/sending-emails-in-python-tutorial-with-code-examples/ My data engineering playlist - https://www.youtube.com/playlist?list=PLNkCniHtd0PNM4NZ5etgYMw4ojid0Aa6i Your Own Alexa: Google Speech to text: API https://cloud.google.com/speech-to-textYour Own YouTube Search Algorithm: https://towardsdatascience.com/i-created-my-own-youtube-algorithm-to-stop-me-wasting-time-afd170f4ca3a How Old Is Your Crush: API - Agify.io Cocktail Fate: API - https://www.thecocktaildb.com/api.php?ref=apilist.funWebscrape Bookstore: Website - http://toscrape.com/ Chess: No links, all is up to you! Other: Ideasgrab I mentioned - https://www.ideasgrab.com/ -------------------- Find me on Instagram: @karo_sowinska -------------------- If you'd like to buy me a cup of coffee... :) https://ko-fi.com/karolina_sowinska