BC CODING
Saved by @Shubham51ngh

You are looking to get into Machine Learning? You most certainly can
Because I believe that if an above-average student like me was able to do it, you all certainly can as well

Here's how I went from knowing nothing about programming to someone working in Data Science👇

 The path that I took wasn't the most optimal way to get a good grip on Machine Learning because...

when I started out, I knew nobody that worked or had knowledge of Data Science which made me try all sorts of different things that were not actually necessary.
I studied C programming as my first language during my freshman year in college. And before the start of my second year, I started learning python just because I knew C is not the way to go.
I learned it out of curiosity and I had no idea about Machine Learning at this point.
I did not learn python by courses but by books. I'll link all the resources at the end.
The approach I took was just to make the same kind of programs I made in C but just replacing the syntax with that of python and practised those.
Already knowing a language made it easier.
For Machine Learning, the first thing that I did was to join Andrew NG's course which really hit it off for me
I didn't have to have any idea about Machine Learning for the course. I completed that in almost a month and it gave me a good intuition of things and the flow of ML.
Then I thought of implementing those concepts through python
But after a lot of tries, I wasn't really able to do it. Because I was constantly encountering a lot of stuff things in code that I wasn't really aware of.

Even loading the CSV data seemed like a hard task.
What I was lacking was the basic python and ML libraries. So I started focusing on learning those.

The absolute necessary ones were
🔸Numpy
🔸Pandas
🔸Matplotlib
🔸Seaborn
🔸SciKit Learn
🔸Os (an important built-in package).
There were two really good udemy courses that helped me with the library portion and implementing the algorithms through Sci-Kit learn with dummy datasets.

The practice of the taught concepts multiple times was necessary, I did that as much as I could and also read blogs on them
Everything that I did from there on was from Kaggle. It is a platform that's closest to exposing what real-life problems may look like.

Different people solve the same problem differently and you read a lot of other people's code. From there on that's what kept me growing.
Things I learned from Kaggle:

🔹Exploration and visualization of data
🔹How to approach a new problem
🔹Better code structure for implementing a machine learning solution

You don't have to be an absolute grandmaster of kaggle but plenty practice and patience is needed.
Then I just picked up some common projects and implemented them, mostly from kaggle. Like,

▪ Titanic Survival
▪ Spam Classification
▪ Movies Recommendation
▪ Boston House Pricing
▪ Churn Prediction

You'll kind of know your way from there, moving to harder problems slowly.
Don't overthink about maths more than it is necessary. You can always learn the mathematical concepts that you may be missing as you go.

Learning the maths behind will keep things interesting if you won't enjoy that you will get bored pretty quickly.
Finally, it can get quite overwhelming at times, make sure to take one step at a time. Don't focus on how far ahead other people are focus on how much you'll grow from here.

And you are NOT too old or too young for this stuff
Look at these two guys @svpino @PrasoonPratham !
Have a happy journey in this wonderful domain!

I am listing the resources below. These are what I used, they don't have to be the same, see what works for you better. Bend things your way.
RESOURCES (In Order):

https://t.co/EquVCH8AUh

https://t.co/qDRvM46ojZ

https://t.co/7aRdXojKJq

https://t.co/w87XdiQDWl

https://t.co/Qp3fckEX20

https://t.co/olNJwu31d5

More from Coding

codemarch
codemarch
@codemarch
Learn for Free.

1. HTML ➩ https://t.co/jzoRx6AZil
2. CSS ➩ https://t.co/MCQl9wASvZ
3. Git ➩ https://t.co/80tP825Er5
5. JavaScript ➩ https://t.co/rrDhUN6xYN
6. React ➩ https://t.co/yHTPKtePur
7. Interview ➩ https://t.co/4F2nkAZEkL

Crack a Job.
ALL , CODING
Pratham
Pratham
@PrasoonPratham
I remember how hard it was to find resources for machine learning a couple of years ago.

Now we have so many of them, its impossible for you to not find what you're looking for.

Here are some of them 🧵

1️⃣ Kaggle

My go to place for finding datasets and code snippets, also a great place for discussions.


2️⃣ Papers with code

A collection of the latest and greatest research papers and the best part, a github repository with the code is included!


3️⃣ Kdnuggets

Guides, tutorials and articles on everything AI, Analytics, Big Data, Data Mining, Data Science, and Machine Learning.


4️⃣ Towards Data Science

A blog about data science with accessible and well written articles.
CODING
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Pratham 👨‍💻🚀...
@Prathkum
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Pratham \U0001f468\u200d\U0001f4bb\U0001f680
Pratham 👨‍💻🚀...
@Prathkum
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- Visualizing data structures and algorithms through animation


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- All sorting algorithms animations
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कुंडली में 12 भाव होते हैं। कैसे ज्योतिष द्वारा रोग के आंकलन करते समय कुंडली के विभिन्न भावों से गणना करते हैं आज इस पर चर्चा करेंगे।
कुण्डली को कालपुरुष की संज्ञा देकर इसमें शरीर के अंगों को स्थापित कर उनसे रोग, रोगेश, रोग को बढ़ाने घटाने वाले ग्रह


रोग की स्थिति में उत्प्रेरक का कार्य करने वाले ग्रह, आयुर्वेदिक/ऐलोपैथी/होमियोपैथी में से कौन कारगर होगा इसका आँकलन, रक्त विकार, रक्त और आपरेशन की स्थिति, कौन सा आंतरिक या बाहरी अंग प्रभावित होगा इत्यादि गणना करने में कुंडली का प्रयोग किया जाता है।


मेडिकल ज्योतिष में आज के समय में Dr. K. S. Charak का नाम निर्विवाद रूप से प्रथम स्थान रखता है। उनकी लिखी कई पुस्तकें आज इस क्षेत्र में नए ज्योतिषों का मार्गदर्शन कर रही हैं।
प्रथम भाव -
इस भाव से हम व्यक्ति की रोगप्रतिरोधक क्षमता, सिर, मष्तिस्क का विचार करते हैं।


द्वितीय भाव-
दाहिना नेत्र, मुख, वाणी, नाक, गर्दन व गले के ऊपरी भाग का विचार होता है।
तृतीय भाव-
अस्थि, गला,कान, हाथ, कंधे व छाती के आंतरिक अंगों का शुरुआती भाग इत्यादि।

चतुर्थ भाव- छाती व इसके आंतरिक अंग, जातक की मानसिक स्थिति/प्रकृति, स्तन आदि की गणना की जाती है


पंचम भाव-
जातक की बुद्धि व उसकी तीव्रता,पीठ, पसलियां,पेट, हृदय की स्थिति आंकलन में प्रयोग होता है।

षष्ठ भाव-
रोग भाव कहा जाता है। कुंडली मे इसके तत्कालिक भाव स्वामी, कालपुरुष कुंडली के स्वामी, दृष्टि संबंध, रोगेश की स्थिति, रोगेश के नक्षत्र औऱ रोगेश व भाव की डिग्री इत्यादि।
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Vibhu Vashisth
Vibhu Vashisth
@VIBHU_Tweet
राम-रावण युद्ध समाप्त हो चुका था। जगत को त्रास देने वाला रावण अपने कुटुम्ब सहित नष्ट हो चुका था।श्रीराम का राज्याभिषेक हुआ और अयोध्या नरेश श्री राम के नेतृत्व में चारों दिशाओं में शन्ति थी।
अंगद को विदा करते समय राम रो पड़े थे ।हनुमान को विदा करने की शक्ति तो राम में थी ही नहीं ।


माता सीता भी हनुमान को पुत्रवत मानती थी। अत: हनुमान अयोध्या में ही रह गए ।राम दिनभर दरबार में, शासन व्यवस्था में व्यस्त रहते थे। संध्या को जब शासकीय कार्यों में छूट मिलती तो गुरु और माताओं का कुशल-मंगल पूछ अपने कक्ष में जाते थे। परंतु हनुमान जी हमेशा उनके पीछे-पीछे ही रहते थे ।


उनकी उपस्थिति में ही सारा परिवार बहुत देर तक जी भर बातें करता ।फिर भरत को ध्यान आया कि भैया-भाभी को भी एकांत मिलना चाहिए ।उर्मिला को देख भी उनके मन में हूक उठती थी कि इस पतिव्रता को भी अपने पति का सानिध्य चाहिए ।

एक दिन भरत ने हनुमान जी से कहा,"हे पवनपुत्र! सीता भाभी को राम भैया के साथ एकांत में रहने का भी अधिकार प्राप्त है ।क्या आपको उनके माथे पर सिन्दूर नहीं दिखता?इसलिए संध्या पश्चात आप राम भैया को कृप्या अकेला छोड़ दिया करें "।
ये सुनकर हनुमान आश्चर्यचकित रह गए और सीता माता के पास गए ।


माता से हनुमान ने पूछा,"माता आप अपने माथे पर सिन्दूर क्यों लगाती हैं।" यह सुनकर सीता माता बोलीं,"स्त्री अपने माथे पर सिन्दूर लगाती है तो उसके पति की आयु में वृद्धि होती है और वह स्वस्थ रहते हैं "। फिर हनुमान जी प्रभु राम के पास गए ।
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Nicolas Cole
Nicolas Cole
@Nicolascole77
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Hindu Media Wiki
Hindu Media Wiki
@HinduMediaWiki
Speech Delay is most common in children nowadays

In ancient times, our grandparents used to follow typical natural way of caring the needs of a child. All they used were more of natural products than chemical based for the growth of child.


One of major step followed was to feed Gurbach Jadd/ Vasa Kommu/ Acorus Calamus for initiating good speech ability in a child. This stem was needed to babies on Tuesdays and Sundays in mother's milk.

Vasa is feed to baby after the 1st bath on 12th day in week. Weekly only thrice it is fed and named as :

Budhwar - Budhi Vasa
Mangalwar - Vaak Vasa
Ravi Vaar - Aayush Vasa

This stem is burnt and rubbed against the grinding stone in mother's milk or warm water to get a paste


The procedure to make it is in the link

https://t.co/uo4sGp7mUm

It should not be given daily to the child. Other main benefits are

1. It clears the phlegm in child's throat caused due to continuous milk intake. It clears the tracts and breathing is effortless.
2. Digestion

For children who haven't got their speech and is delayed than usual should feed this vasa on these days in week atleast for 6months. Don't get carried away with this dialogue
"Some gain speech little late"
CHILDREN
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प्रतिज्ञ...
@RamaInExile
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Arts are best form to Express thoughts & devotion. In All civilization Arts played very important role to express sprituality. Tibbeten Tangkhas are prime example .

List of My Paintings & Sketches


प्रलय पयोधि-जले धृतवान् असि वेदम्
विहित वहित्र-चरित्रम् अखेदम्
केशव धृत-मीन-शरीर, जय जगदीश हरे!!


छलयसि विक्रमणे बलिम् अद्भुत-वामन
पद-नख-नीर-जनित-जन-पावन
केशव धृत-वामन रूप जय जगदीश हरे


नंदसि यज्ञ- विधेर् अहः श्रुति जातम्
सदय-हृदय-दर्शित-पशु-घातम्
केशव धृत-बुद्ध-शरीर जय जगदीश हरे


क्षत्रिय-रुधिर-मये जगद् -अपगत-पापम्
स्नपयसि पयसि शमित-भव-तापम्
केशव धृत-भृगुपति रूप जय जगदीश हरे
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