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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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Python CHEAT sheet

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1. Base Types

For calculations
✔️ int + float

For program flow
✔️ bool

For text and data
✔️ str + bytes

👇🧵


2. Data Structures

Most common
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3. Variable Assignment

Highlights
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👇🧵


4. Conversions

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Again sharing bank nifty intraday weekly straddle. How to play by selling straddle.
Mostly will work on Monday to Wednesday. Sometimes on Friday.
Why to pay your money to learn this if u can get it here.
U need only practice.
Let’s go.

Say bank nifty future is at 32000.
Sell both 32000 call and put.
Considering current volatile market lest say premium on Monday morning is 350 on both sides.
Sold with 700 points combine premium.
If bank nifty will trade in narrow range say +\- 100 hold it.
If moving 200 points

then exit previous sold straddle. Sell new one. Let’s say BN moved +200
Now sell 32200. If bank nifty will move here within range then u will get profit through theta decay. Follow same procedure for next 150-200 pts move.

This is only for single straddle sell position.

Now in second case sell three straddle. 31900/32000/32100
In case of 100 points move no need to change.
If 200 + then future is 32200.
Exit 31900 and sell 31200 straddle.
If moving another 100 then exit 32000 and sell 32300. Continue same with 100 points move.
If no move then

it will consolidate between 32000-32200 or 32100 to 32300 and u will get theta decay.

This is for normal move. Sudden big move may come anytime. So keep SL in system.
If u r selling at 350-350 then keep SL in system 475 for both legs.
Practice it. No need to attend webinar.
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12 Most Powerful Hanuman Mantras

Hanuman ji is the Hindu God of strength, valor, agility, and wisdom. He is considered as the incarnation (avatar) of bhagwan Shiva. Hanuman ji is the symbol of devotion and dedication. He is the greatest devotee of Prabhu Shri Ram. 1/n


Hanuman ji is known by several names such as Bajrangabali, Mahabali, Maruti Nandan, Pawanputra, Mahaveer, and Anjaneya. Hanuman ji is the son of Bhagwan Vayu, the wind god.

God Hanuman played a prominent part in rescuing Mata Sitafrom the bondage of demon King of Lanka, Ravana.


One can worship Hanuman ji by chanting Hanuman Mantras. There are many different types of Hanuman Mantras, each fulfilling a specific purpose. Hanuman Mantras help to beget the blessings of Mahabali Hanuman for success. 3/n


Let’s explore these powerful Hanuman Mantras one by one. Here’s the list for you:

1. Hanuman Moola Mantra
!! Om Hanumate Namah !!
ऊँ हनुमते नम:

You can chant the “Hanuman Moola Mantra if you usually face problems and obstacles in your life.4/n
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However, the Human Moola Mantra is also a very powerful success mantra.

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It is highly advised that all those who usually face obstacles and problems in their life should chant the Hanuman Moola Mantra. 5/n
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The Straddle is my favorite trade these days. But more often than not, one needs to adjust to make a good return from it. There are many ways to do this depending on your view, psychology and imagination. Will discuss a few that I use

The Straddle is a delta neutral strategy and it is important to keep deltas in check during the course of the Trade and not let them run away from you. Of course Volatility is the elephant in the room- but not going there as that will require a separate discussion

The first and most common method is to go 'inverted.' That is to say to shift the untested side to generate additional Premium and increase the runway to Breakeven. So if you start with a Straddle at 700 and price goes to 740, you can move the PE up to say 720.

How much should you move the untested side? While again this is a matter of skill, experience and artistry, the rule of thumb is to cut deltas by half. Remember, prices will move and you have to allow sufficient room for them to fluctuate

The second method is to shift the entire Straddle in the direction of the move. So if you have a 700 Straddle and Price goes to 740, you can shift the Straddle to 720. If you time this right, it can generally be done at virtually no cost or minimal cost.
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WORLD OF SANATAN DHARMA
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WHY BABUR NEVER TRIED TO ATTACK SRI KRISHNADEVARAYA ?

A🧵u must read

It is very well known that Babur considered Krishna Dev Raya as the strongest ruler of the entire subcontinent, and Vijayanagar empire the strongest during that time in India.

1/10


The Vijayanagar empire reached its peak during 1509-1529 around the reign of Krishna Dev Raya.

Vijayanagar’s famed elephant brigade 👇

2/10


At his command there were over 50000 elite troops with a regiment of Portuguese gunners and 3200 cavalry with 600 elephants.

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Along with that more than four hundred thousand ( four lakh) peasant levies and irregular military made this empire one of the largest in all of South Asia.

A typical Vijayanagar levie soldier 👇

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During Baburs invasion, Krishna Dev Raya ruled supreme in all of deccan.

In fact, in an all our brawl, Krisha Dev Raya will beat Babur fair and square.

Babur could muster at max 50000 troops with 50 canons.

While Krishna Dev Raya had these numbers in Hampi alone

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Ever wonder how traders get in stocks before they explode? 🧐

Or find options that move 1,000% in a single day/week?🤯

I made a thread going over exactly how I find these stocks BEFORE they take off 🚀
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So, let's start with the software I use…

Finviz!! Finviz is a free website that I use to scan for stocks.

They have a lot of other cool features as well, but I only use their scanner.
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Head on over to finviz and go to the screener

Click on the “All” tab on the top and put in the criteria in the next tweet
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This is the first scan that I use for bullish swing setups
✅Quarter +10%
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The next scan I use is the opposite of the first one.

Simply change:
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✅Week Down to Week up

This is my bearish scan for swing setups. 👇
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Khatvaanga
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Sri Gurubhyo Namah.
Some tweets on Adi Shankaracharya and in particular the Guru Parampara of @sringerimath. [I had done this series earlier 5 years ago on account of Shishya Sweekaram].


Adi Shankara established the Sringeri Peetham as the 1st of 4 amnaaya peetams.

The four being
1. Sarada Peetam at Sringeri.
2. Govardhana Peetam at Puri
3. Kalika at Dwaraka
4. Jyothir at Badarikashramam.

He installed his 4 most prominent shishyas as heads of the peetams.

Sureshwaracharya was assigned to Sringeri as its head.

Sringeri is a corruption of Rshyashrunga giri.

Rshyashrunga maharshi [and his father Sri Vibandhaka Maharshi] did their tapas at this place.

It is at Sringeri that Shankara spent 12 of His precious 32 years!!

That gives you and idea how much He loved this place.

Rshyashruga maharshi had a horn on his forehead, a result of being born to a deer. His mere presence was enough to shower rains!!

Rshyashrunga was one who led Putrakamesthi Yaagam of Dasaratha Maharaj and which resulted in Sri Rama's birth!!
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