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Top 10 Data Science Projects with Python

✔️ 10 Datasets
✔️ 10 Projects with solution

👇🧵

 1️⃣ Project: Detecting Spam

✔️ Big email dataset
✔️ 35.000+ spam and ham messages
✔️ Learn how to filter

https://t.co/wvNSeFSbmr

Solution 👇🧵
1️⃣ Solution: Detecting Spam

✔️ How to build a spam filter
✔️ Using Scikit-learn
✔️ Naive-Bayes and SVM

👇🧵

https://t.co/sHI1PAG6Do
2️⃣ Project: Music Recommendation

✔️ Million Song Dataset
✔️ Metadata for a million songs

https://t.co/QgdSdIYnVV

Solution 👇🧵
2️⃣ Solution: Music Recommendation

✔️ Using Tableau
✔️ Collaborative-filtering engine
✔️ Similar to YouTube music

https://t.co/UEKWHSdfc0
3️⃣ Project: House Price Prediction

✔️ California Housing Data
✔️ Great beginner Data Science project

https://t.co/73GBMD1hRc

Solution 👇🧵
3️⃣ Solution: House Price Prediction

✔️ Full 10-step workflow
✔️ Solution inspired by Handson-ML book
✔️ Great training tutorial

https://t.co/NKW8r5AQkp

👇🧵
4️⃣ Project: NBA Analytics

✔️ Is 2-for-1 play in basketball an advantage?
✔️ Data scraped from Basketball-Reference

https://t.co/haS5rpdUWl

Solution 👇🧵
4️⃣ Solution: NBA Analytics

✔️ Use Seaborn for heatmap
✔️ Use SciPy for stats
✔️ Includes a scraper

👇🧵

https://t.co/Cj5FdUDGRT
5️⃣ Project: Movie Review Sentiment

✔️ IMDB movie review dataset
✔️ 50,000+ reviews

https://t.co/O4nzHayMU1

Solution 👇🧵
5️⃣ Solution: Movie Review Sentiment

✔️ Predict positive and negative reviews
✔️ Sentiment classification model
✔️ Use NLTK

https://t.co/mbuJMPz922

👇🧵
6️⃣ Project: Face Swapping

✔️ Swap one face to another
✔️ Great for learning OpenCV

Solution 👇🧵
6️⃣ Solution: Face Swapping

✔️ Use OpenCV
✔️ 8 step tutorial
✔️ Landmark points on images

👇🧵

https://t.co/PGhKTGdHfb
7️⃣ Project: Fake News Detection

✔️ Scrape News
✔️ Learn how to detect Fake News

Solution 👇🧵

https://t.co/cqoZiSFuPG
7️⃣ Solution: Fake News Detection

✔️ Use Natural Language Processing
✔️ Includes dataset
✔️ Learn to clean data

👇🧵

https://t.co/bj9gbaUTOV
8️⃣ Project: Chatbot from Scratch

✔️ Make your own Chatbot
✔️ Use NLTK and Keras
✔️ Solution in project

👇🧵

https://t.co/62d69VB0p4
9️⃣ Project: Forest Fire Damage

✔️ Forest Fire Dataset
✔️ Predict the burned areas of forest fires
✔️ Use meteorological data

Solution 👇🧵

https://t.co/TrcBUOxj7u
9️⃣ Solution: Forest Fire Damage

✔️ Use Seaborn for visualization
✔️ Learn statistical approach
✔️ Feature Selection techniques

👇🧵

https://t.co/0t8IdpyzRf
🔟 Project: Cheap Housing on Craiglist

✔️ Scrape your own data
✔️ Use Scrapy
✔️ Solution in project

👇🧵

https://t.co/IDvZVLcqjl
Thank you for reading.

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Some thoughts on episode 53 of #Hercai

Love,that is not real,has no passion. Its fire turns into embers, it doesn’t not smell. The day, the night, the moon&year burn without sun, light, comfort&sleep.
Ömer Hayyam

#Reyyan #Miran #ReyMir #EbruŞahin #AkınAkınözü
#HercaiThoughts


1
PRAISE
The praise in this episode goes foremost to Ebru because she portrayed Reyyan so realistically like a woman who truly lost her unborn child. I was in awe and pain watching her along the episode, all her breakdowns and tears were so real.
#Hercai

2
Of course also Akın took his part and did his part masterfully, but he rightfully was the one who stood aside in this specific episode that needed to be about Reyyan’s pain and thus concentrated on Ebru.
#Hercai

3
And last but not least, if I say thank you to something that B gave us this year, then it’s to have Ali as our director. Also in this episode we saw the artistic eye behind every shot and I loved it.
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4
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I don’t know who wrote ep. 52 but ep. 53 was going strong once more on symbols: roses, stones, fire and trees were incorporated and especially the ReyMir dialogues were written very well. I truly loved every ReyMir scene.
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ugh i wanted to do a thread about the wars in Star Wars and how the two outlying wars (the clone wars in the prequels and the cold war/civil war in the sequels) are really weird but i don't feel like it any more.

my first argument is that the Clone Wars were a really complex morally gray moment in Star Wars canon in like, 5 different directions and I'd kind of like to know why Lucas did that.

especially with the direct line that's drawn in the OT with the allegory of WW2 and Vietnam with the rebels being the Vietnamese and the Empire being America. That...doesn't exist in the Clone Wars.

for starters: it's weird it's called the Clone Wars. I get why, because that's what Kenobi calls it in STAR WARS, but the clones are a small facet in the larger story of the war.

the clones basically only exist as a macguffin in AOTC that is...extremely confusing ultimately. Because if you accept that Sidious has this grand master plan to use this war to destabilize the Republic and form an Empire...it's way too complex.
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A thread of images from a Japanese illustrated history of America from 1861.

Here is George Washington (with bow and arrow) pictured alongside the Goddess of America. 1/


Here is Christopher Columbus (seated at center) reporting his discovery of America to Queen Isabella of Spain.

So far, kinda normal, but wait for it.... 2/


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Thread: History of Mogadishu and it’s conquest by Imaam Al Yaqubi


One of the First Imaams of the Hiraab Imamate was Mohamed Ibn Imaam Ahmed ibn Imam Ahmed Ibn Imaam Mohamoud Ibn Imaam Cumar Halol Al Yacquubi (Abgaal) during the year 1097 hijri.


After the collapse of the Ajuuran Abgaal nomads from the interior had started moving to take over the strategic port town of Mogadishu which was then under the muzzafar dynasty. By the 1600s Abgaal warriors had captured the city and set up their base in shingaani.


Mogadishu at the time was a large and well known port town. The Abgaal clan taking over control allowed them to obtain political power and world wide recognition.


Under Imaam Yaqubi’s time in power it’s reported that French merchants had arrived at the port in 1701
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one of the things i like about Batman is that it's fundamentally about being orphaned, and being an orphan — how this guy stays tethered to the world in his own weird, abstract, extrajudicial way when he feels that his link to it has been violently severed

Batman does this by permanently recapitulating his own trauma: solving crimes for other people, protecting them. But that's actually just the beginning; he also recapitulates his own experience of orphanness by essentially raising several orphans

Dick is an orphan in the traditional sense: dead parents. Batman sees it happen. Jason, less so: missing dad, known mom who eventually dies. Tim, even less so: parents are around a while, and involved, before both dying. Carrie, even less than that: negligent parents.

Steph: evil father, who openly works against her. And then there's Damian, whose parents are both alive and yet both have identities that totally obliterate their role as his parents. He doesn't relate to them as a mother and father; he can't, and neither can they.

In all these different cases, Batman tries all these different ways of making orphanness for them not what it was for him: Either by trying to teach them the (arguably poor) coping skills early that he learned over a very long time, or by literally legally adopting them, etc.
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