No uncertainity or years of delay....

Indeed I also wish if Canada can become the richest one on the earth. However, does not Russia have everything too, why are they still relatively poorer? Does Canada not suffer from efficient use of labor due to lack of use of latest tools and technologies? Do we also not need our own population who can become manufacturers and consumers like India and China for instance. And if we still manage to produce in surplus, then how can we export it to others than the US? In terms of our secondary economical sector, can we ever compete with the most populated countries in asia, who can mass produce in surplus at extremely dearer prices using cheap and exploited labour and resources? Can Canada make its own semiconductors, electronics & hardware? Can Canada build its own computers? Do we have our own indigenious technologies to have our own operating systems and other software technologies that can replace, Google, Apple, Intel, AMD, NVDIA, Android,   Microsoft etc? What about the applications softwares used to design, implement and prototype? used in product design and development? What about the business intelligence and marketing tools and what about the enterprise software tools used by manufaturing and retail sector? What about those used in R&D as well? Do we not just rely on everything from US or other country in the world?

Securing food and drugs by poor countries

First need to study the reasons behind being a poor country? Then they can plan to bring themselves out of poverty.Their govt., administration, and all kind of stake holders and citizen members should focus on comming out of poverty. Once their income starts to go up they should be able to secure food and drugs. this is not going yo happen over night. It is a time consuming process, but they will have to start it some day. They cant depend of charity or aids forever.

10$ Child Day Care

Canada brings in new migrants to solve the low population problem. Then people complaint that there are too many immigrants and existing people also dont want to give births, because it is getting very expensive to raise them. So how will our low population problem get ressolved? I think children born and grown within Canada are going to be much better than bringing in new migrants. Atleast there will be no worry about loosing Canadian culture and behaviour and traditions and values. Just need to support the parents to dare to give more births and help them to raise their children. It is an investment and it is worth it for everyone in Canada.

How can one guarantee for basic expenses such as gas price, food, house, electricity, heating, tuition fees, health care, to remain constant for one generation because that's what matter the most. It takes years to build and raise a families. And if costs behind will remain certain then every one can happily build a family and a nation and the countries economy can boom.

India is a country with most of its area falling in good and pleasant weather conditions (all season). In a hugely populated place, managing crowd in indoors can be difficult. To many it may create the feeling of stress and anxiety. In general, we don't need fixed indoor infra instead we feel comfortable open and convertible infra. For e.g. most people in India enjoy festivals/fair seasons which are performed outdoor and are always in portable and convertible format based infra. So why to waste money on costly infra and raise the costs.. better to stay with low costs sold in classical infra.

I really liked the way you described the theory, the working principal, and the components of the LSTM-RNN cell. However, I was not able to understand the Python/TensorFlow implementation part. For example in the " build_model"  function (that you wrote),  is it just by adding the parameter "return_sequences = True" in the first layer - takes care of everything? How come in theory you mentioned of using various other activation functions such as sigmoid, tanh and a bunch of and/or gates (for doing multiplication and addition). But none of them were specified while building the model or neither while optimizing the model🤔

I follow your videos sir. I can feel the logic. Those who are self made by struggling hard through their life can all feel the logic. Jya lokanna kadhi paise kamvayla jast kashta nahi padle ani mag kharcha karayla kadhi mage pudhe baghayla garaz nahi padli tyanna tumchey logics kadich nahi samajnaar. Hypothetically if exclude the GDP of Mumbai, Thane, Navi Mumbai, Raigad, Pune and Nagpur from the total GDP of Maharashtra then one can realize that the remaining districts are so  backwards. Seriously I am not sure where is Mr. Vikas? India is in transition from socialist based democracy to capitalist based democracy. Both have advantages and disadvantages. It will have to settle down somewhere in between. But for that all of the people who are facing social challenges should come ahead and discuss them with the govt and their administrative. At present, only the people facing capital problems are already ahead and are getting more benefits. This is because more and more people are treating the value of money more than the value of the society in which they are living. I like the way you are bringing up step by step this through your videos.