1,029 karma · joined July 9, 2012
This is so true. Why sabotage your main user base? Owning Tesla is similar to staying in trump tower. I am really waiting for tesla sales numbers in liberal states like California and NY.
Example of how musk can blackmail governments at critical juncture. Never ever should any govt depend on this egomaniac POS for such critical infra
Also hindi language search is lacking many features which is taken for granted. Situation for other language are even worse
Look at the result for two same search in english and bengali https://www.google.co.in/search?q=delhi+to+calcutta https://www.google.co.in/search?q=%E0%A6%A6%E0%A6%BF%E0%A6%B...
I don't know what is the correct solution but voice can definately be valid option
You can look at a better explanation here [1]https://www.youtube.com/watch?v=dEaecUuEqfc
Also the basic idea of chain rule is important for deep learning.
Regarding statistics, I already mentioned the probability course which describes most of the important statistics concept you need. Also, some idea of Hypothesis testing can be helpful
First, you need a strong mathematical base. Otherwise, you can copy paste an algorithm or use an API but you will not get any idea of what is happening inside Following concepts are very essential
1) Linear Algebra (MIT https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra... ) 2) Probability (Harvard https://www.youtube.com/watch?v=KbB0FjPg0mw )
Get some basic grasp of machine learning. Get a good intuition of basic concepts
1) Andrew Ng coursera course (https://www.coursera.org/learn/machine-learning)
2) Tom Mitchell book (https://www.amazon.com/Machine-Learning-Tom-M-Mitchell/dp/00...)
Both the above course and book are super easy to follow. You will get a good idea of basic concepts but they lack in depth. Now you should move to more intense books and courses
You can get more in-depth knowledge of Machine learning from following sources
1)Nando machine learning course ( https://www.youtube.com/watch?v=w2OtwL5T1ow)
2)Bishops book (https://www.amazon.in/Pattern-Recognition-Learning-Informati...)
Especially Bishops book is really deep and covers almost all basic concepts.
Now for recent advances in Deep learning. I will suggest two brilliant courses from Stanford
1) Vision ( https://www.youtube.com/watch?v=NfnWJUyUJYU )
2) NLP ( https://www.youtube.com/watch?v=OQQ-W_63UgQ)
The Vision course by Karparthy can be a very good introduction to Deep learning. Also, the mother book for deep learning ( http://www.deeplearningbook.org/ )is good
What we need is a system which can mass export cheap goods like clothes or shoes. China and Korea have crawled out of poverty by following this simple formula of exporting cheap goods which need some basic skills.
But sadly even Indias much smaller neighbor like Bangladesh is doing far better in such sectors. Archaic labor laws are still holding back India in mass manufacturing
If you want to implement backprop from scratch just look at the segment around https://youtu.be/I2TfdXfSOfc?list=PL05WXsDr_SWRGcuy5LA5eNjCq...
He explained really well how you can automatically get the derivation without going through painful calculation. Also i will suggest you to stick to the class as second half contains less maths and more fun techniques kind of like lego blocks :)
if you just want use neural net in production I highly recommend using something like theano/ keras
Both CS224d(NLP) and CS231n(vision) provides a great practical introduction to Deep learning. Thanks Stanford for proving such high quality material for free
Some of the achievement of independent India are
1) Fully functional democracy: India is perhaps the only country which is able to avoid a strong dictator among all its colonized peer. We provided universal suffrage from day one. Indian democracy is not perfect but we regularly topple corrupt or inefficient government without bloodshed or civil war. Considering the diversity in culture and not so educated population this is a great achievement
2) Creating a country out of diversity: During Indian independence Churchill said India will soon be broken down into pieces. Many others believed the same as difference between different part of India is far greater than europe. Still we survived any major secession effort and currently very few Indian want to be a independent nation. We have 14 major languages. Two of our south asian neighbours went to civil war just because of two major language could not coexist. We have the 2nd largest population of muslim living peacefully with about a billion Hindu population without going through radicalization. In retrospect this unity in diversity will be biggest achievement of Independent India
3) Food self sufficiency: Through out British rule famine was a part and parcel of our life. Just in Bengal famine in 1943 about 3-4 million people were killed. If you consider the magnitude it can only be compared to holocaust. Even in 1950s and 60s we had literally beg USA or USSR for food grains. Currently we are completely self sufficient in terms of food which is a big achievement considering the need for feeding more than a billion mouth
5) Strong Institutions: Independent India has created very strong Institution including a fair Judiciary system, Monetary Institute(RBI, SBI), Educational Institutes (IIT,IIM,AIIMS) or research institutes(ISRO). Benefits of these institutes can be felt even in silicon valley. Also because of the achievement of students from these institutes abroad, India could create a strong software and service industry
6) Forming the base of strong economy: Because of all the above points (and many other) currently India is considered as the fastest growing major economy. Its current economic situation is somehow similar to China in 2001. As we embraced market economy 15 years after china I think it is in a comparable situation. Next 20 years of growth of above 6% can do wonders to infrastructure as we have seen in China.
People always compare India with China and come to the conclusion that it is a failed state. But in my opinion apart from China and South Korea ( I am excluding city states) India have done fairly well after independence in comparison to other colonial countries, and is poised to progress in much faster pace. My only regret is that we should have embraced market economy 20 years before. But still saying Indian government has completely failed in not entirely correct