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.

More and more people have to realize that social problems pahile solve keley tar common men and women madhey money problems tevdhe challenging tharnaar nahit. Pan hey kunachya lakshatch yet nahi. Tey experience ghetlyawar and tyasathi time ghalawlyawararch kalta. Biased mentality in favor of people from our own cult, caste, creed, religion or status vs biased mentality against the people from some other caste, cult, creed, religion, or status is the biggest social problem that every common middle class individual is facing at present, where every individual deserves unbiased, fair and equal service, treatment and benefits. But no one has time to discuss or fight for this cause. We are all stuck in the wheel of responsibilities (earning and spending) to run our sansar (family).

Our Mother India is a great developing Nation and has very large population.  No matter who comes into power to form the govt. At the end, they all care for, is the development of our Nation (Economical and Social).

Food is not a business commodity. It is our necessity and is our right for survival (like water and air). People other than farmers are enjoying their meals, only because the farmer families guarantee it for us with their self pride on doing their job irrespective to calculating their profits or losses. Imagine ourselves without having ours meals. Let us just assume that we have to skip one meal per day. How will it be our situation? Lets not give any chance to the farmers to give up on their pride. Otherwise they will stop farming and the world may die out of hunger. Even big farming corporates cannot  produce well without farmers.

 Do majority of voters in India care? if they really do, then let us wait and watch it until June. Majority of Voters in India do not care about such happenings any more and if they really care then let us wait and watch the outcome in June.

We know there are many problem. But tell us how are you going solve those problems?  What is your proposal? How and from where will you get the funds to solve the problems? How much fund is required?  What is your proposed time line for solving those problem? where is your team? What are going to be the return on investments?

Isn't growth in GDP one of the indicator for household earnings. Could it be that those whom we think are unemployed might be self employed and at the end of the day they are still earning otherwise how will GPD grow? More people have to work to earn and produce more. "Here more means growth". Now what do they really do while being self employed that needs to be understood.

Technically we are never free. Whole life we have to work for some one or serve someone to earn our daily wages to win the bread and butter for our family and for ourselves.

Are you kidding! It is well documented and people are fully aware of: When Shivaji was born that time his father used to work for Nizam and/or Adil Sha Armies. Great Shivaji Raje while growing up, self made him self and his followers free from the sultans and Mughals and he established swaraj in western Maharashtra region and earned the title "Raje". This was the dream of his father to set his heirs free and the dream of his mother to see his son as Raje, Because their forefathers were originally kings and enjoyed freedom, which was taken away by the invaders in between 1100 to 1600. This is not a propaganda, it is a complete truth.

"The Bhonsle clan, to which the Maratha empire's founder Shivaji belonged, also claimed descent from a branch of the royal Sisodia family. Nainsi in his book mentioned Shahji descended from Chacha, son of Rana Lakha. According to the Sisodia Chronicles, when the Delhi Sultan Alauddin Khalji attacked Chittorgarh in 1303, the Sisodia men performed Saka (fighting to the death), while their women committed Jauhar (self-immolation in preference to becoming enemy captives). This was repeated twice: when Bahadur Shah of Gujarat besieged Chittorgarh in 1535, and when the Mughal emperor Akbar conquered it in 1567."

He is the PM of India, (worlds 3rd/4th/5th largest economy). What do you expect from him- "to wear pajama & kurta, sold at the weekly bazaar"?

Are the units correct? Does India have solar electrical power generation installed capacity in MW, GW, or TW?

Tons of pesticides coat is on banana skin. Bananas have same problem as mango and grapes cultivation. It is soaked in liquid pesticide and other chemical after cutting (for ripening).

In a country like India, parents pay all the tuition fees for their child's education. So they dictate the fate of their child's future. For e.g. if parents want their children to pursue job after completing education, then the child has no choice but to start working as an employee. Startups are far far away concepts first need to convince their parents.

India is developing and here the cost of living is going up so salaries are going up and it is difficult for businessman to run their businesses with increase in labor costs.

There are also fake colleges in Canada and many Indians who want to be students in Canada can get scammed. Also there are scammers who attract Indians to apply for PR or work permit and take huge amount of money but never give a job or PR. you can try to do research on it and make a informative video about it.

In India though we pay all kind of taxes including the one on our income, we still have to pay charity or give donations to support common festivals celebration activities such as Ganapati, Navaratri or local anna chatra run by trusts like temples. If we don't pay donation then we are outcasted or not given respect by others in our community/society. My argument is if we pay taxes then why should we pay extra on donations or charity to those mandal's or trusts for running those activities. Instead they should approach the govt. and apply for funding to support such activities. I am not saying that no one should not give donation or charity but it should be with our will and not by force. There must be some kind of regulation and every citizen must be aware of it.

I was born in Canada when my father was here on a temporary work permit. But he took us back to India and that is where I grew up and completed my UG to return back to Canada. After coming back I completed my Masters and PhD and Post-doctoral studies. again I relocated back to India and lived there for another 6 years and then I moved to US. But again I moved back to Saskatoon, Canada just recently. Because I realized that Canada is the best place to live. Now I am not going anywhere else. Will live here until my last breath.

Urban and metro cities in all countries worldwide suffer with some what similar problems. Expensive housing, hectic lifestyle, work and life imbalance, difficult to have kids and raise our families. This is all due to un balanced distribution of human population across spatial  coordinates. There should be highly regulated system to allow or stop allowing inflow of people to balance and stabilize the population and keeping it sustainable especially in metro and urban cities worldwide. I tried to create an incorporate in India, but I realized that we need to include at least 1 director who is Indian citizen residing there. And its a matter of choosing that person based on trust and other factors.

Under the leadership of Mr. Poilievre all Canadians  should work really hard to make feel all Canadians (living inside and abroad) proud again about our own country (all inclusive).

All of this is happening out of human greed. If we invest money we think we should gain more as interest over time. Our money should should get double, triple or even quadruple, after every certain number of years. The height is that we treated healthcare, food, housing, education, clothing related infra and services not basic anymore but as commodities and gave the control to someone else (not from our community, societies) to invest money in it so those investors are looking for their gains (no emotions attached) and obviously a price hike so they make profits. Good luck to all who want double, triple or quadruple gains from their wrong class of investments in lesser times than the actual time taken by the people from a particular society, community, country to build and raise their families, communities, societies and nations. God knows when people will stop to greed.

Even the prices of most of the items purchased at Dollarama in Canada are not  1 CAD anymore, but rather they are sold for up to 5 CAD.

If you can offer this we might be interested. We are 4. 2 adults and 2 kids and we can afford to spend roughly CAD 150 on grocery supplies lasting about one week (breakfast, lunch, dinner and in between snacks all inclusive). We mostly consume 2 times per week-chicken,  2 times per week-eggs, 1 time per week-paneer. And daily vegetables, fruits, lentils and sprouted beans or pulses, cereals and grains, butter, milk, cheese, and yogurt, tea or coffee and biscuits, and cookies, sometimes chocolates, candies and ice creams and finally chips, granola bar, juices and pops.

Regarding being very good at and having monopoly on production, Japan, Italy, Germany, and USA have automobile and machinery, France, UK and us have space, aerospace and defense equipment, UK and us have electronics, computer and programming languages and telecom, Russia have space and defense and telecom. UK, USA and Japan have pharma and/or med tech, USA, UK, China have Agri tech and what does India have that the rest of the world can consume and they can still earns via IP? list something! For many in this world, Indians are simply consumers, traders and clerks and they are huge in number, for instance 1.4 billion. Lets wait and watch, what comes next.

The problem is that a whole lot of eligible Canadians don't go out to vote. You must reach out to all of those kind and motivate them to vote for better Canada. Some people think politics sucks, where as some people think that a Politian sucks. This mind set needs to be changed, so they go out and vote. An increase in voting turnout by even 10 percent can make a huge difference.

Like wise, people from countries like Germany, France, Spain, Netherlands, Portugal, Italy, etc. are found everywhere around the world and it could be easy to count everyone in todays world and find the exact numbers of each country diasporas?

In China, 1 child policy diverted the families  investment to 6 fold in the education sector (for example the single child's mother and father and then mother and father of both parents) i.e. total 6 people are funding and bearing the education costs of 1 child in their family.

What if they issue a legal status to all but those who are criminals and let them all stay in forever and make sure that henceforth nobody new tries to enter and become illegal any more. may be this way it will cost less and also the labor shortage problem gets solved. Also give conditional legal status like no social security benefits and limited Medicare only for emergency purpose so they all need to work and earn money and contribute in GDP and taxes and do not rely on govt or other private funds.

Yes very correct diagnosis and analysis both. I can see and feel these facts. lack of basic education, underperforming local govt., under employment rates due to reservation based on caste and groups even when budgets are adequate. People in power have the money but they cannot utilize it efficiently resulting in failure or lagging behind the schedules.

Imagine if every one in this world decides to impose 25% tariffs on their imports then its just going to raise the cost of the produce for each and every consumer all over the world and that will be the new worlds order.

This is not true! They (trump and his supporters) are only against all kind illegal residents in the US. Doesn't matter which country, caste, creed, or cult, they belong to.

The world is changing, we need to change as well. What if Canada deals with USA in such a way. It promises to invest more money in defence while buying more equipments from USA. Also it invests more money in defence related R&D in collaboration with US to develop indigenous technologies  especially needed in NORAD. In general also if Canada ramps up its defence budget and spends on it buying from the US. This way we both achieve trade balance. At the same time our country also advances in terms of our military and defence systems. Also if our country men and women can work more and earn more and compensate to such spendings while our countries GDP goes up. No use of loosing money in tariffs instead use our money wisely and for our countries benefit.

What are the percentages of these kind of spendings out of the overall spendings done by USAID in a given financial year? negligible/low/medium/high?

India has problems such as reservation. Due to which they have a problem of under employment in the local govt. The local politicians have to  satisfy the needs of local problems from the caste system they belong to and cannot satisfy the remaining group. Also the public servants cannot give their 100% due to under employment in their offices. More People work more can be done. But positions remain vacant due to reservations and not finding the exact people matching the reservation criteria. This needs to change. Then India's economy will boom even faster than now.

Why does Canadian politicians and all of those in administration have to disclose everything in public ? Cant they not do everything positively in silence? Why should the world know what is happening in Canada and in between other countries. Instead media should show case on what Canada has achieved till date and motivate the public to achieve even more.

Need of the time! I am glad you will divert the foreign aid funds on self use to strengthen our Military 🫶

Need of the time. Love You Canada. Yes, glad you want to stop foreign aid funding and divert it to strengthen our Military. So called developing nations who have their own billionaire's really don't deserve getting foreign aid anymore from Canada.

Should Aid be given to countries who have multi- millionaires and billionaires? Let themselves take responsibility of their own country men, women, and children.

Does Canada need to increase the number of people who can create wealth? Look at the economy sizes of the countries like India, China who are now way ahead than Canada. Even Brazil's economy is reaching near to Canadas. It is not a good feeling if we compare Canadas economies with those economies back from 2000 till present date. Have any body ever thought of this?

Should Canada stop allowing all types of refugees and allow only people with strong educational and/or financial backgrounds who will contribute in our GDP either by working as a professional or by becoming an entrepreneur and creating employment for others?

If the other parts of the world were really a good then it would be okay to help them. Otherwise it is high time think of ourselves  first. and yes, it would perhaps be a great idea if the same money can be diverted to solve our own country problems like creating more hospitals and to recruit and pay for more healthcare professionals so may be the wait times and related challenges while trying to meet specialists or for our emergency visits at hospitals can get better.

It was interesting to learn about a concept that the countries economy should grow according to its population growth. Now I see a point why developing countries like China, India  grow faster than developed countries like Canada.  But I think if this population growth factor is discrete and not continuous, because those who are just born even if contributed in the counties population growth still cannot contribute in the GDP growth until they turn at least 14 or even 18 years of age and start earning.  So the countries GDP growth should take into account this delayed factor and grow at a faster pace than the growing population that was before 14 or 18 years. Does this make sense? And I think that is why Canada tries to import more adult people as immigrants to correct this delayed factor to adjust and fast track the GDP growth. But it needs to be efficient by making sure that each adult person invited inside to contribute in the GDP growth should get employed and should be earning at least the average income equal to the per capita GDP of that particular place/city in which they are living. Also the immigrants and existing citizens need to feel comfortable mutually and socially so harmony exits within the growing communities. This sounds like a so interesting system and must requires tight control strategies to be designed, implemented, tested and verified and adjusted dynamically.

I moved to Canada from India to have greater opportunities for myself and for my family in terms of our present and future prospects (financial, economical, healthcare, education, and social).  I already invested lots of time and money in getting good education at reputed Canadian Universities and worked to get Canadian job experience. I still believe Canada is one of the best place to live in. (when compared to other parts of the world). Here all people are very nice, friendly and supportive. Majority are law abiding ones. Just need to have a stable and fairly paid job and then life is way much better here. Already I went through lots of uncertainties during 2008 financial crisis and Covid-19. I don't deserve any more troubles. I think we need to stay united and think of what we can do in a united manner to help Canada and US and many other rich countries to stay good friends and cooperate each other so here or there it does not create any further economical, financial or societal turbulences.

One of the problem I see is that most of the universities in Canada recruit foreign students pursuing grad school programs like masters and PhDs in the field of engineering, science and management.  Those are coming from foreign countries and are investing their money and landing up with higher paid jobs.  Whereas as local Canadian and their children are struggling for their day to day living and can never reach up to the mark in terms of financial security and stability when compared to the immigrating foreign students. This needs to change.  Canada's grad school dependencies on recruiting foreign students is kind of creating troubles to young and local Canadians. This problem can be solved by promoting more and more local Canadians to get enrolled in grad schools to pursue those programs successfully so they can also land up with more higher paid jobs. 

The prices are still up. However even when inflation is in kind of control, I am wondering how is inflation calculated. Please correct me if I am wrong. I guess when they calculate inflation they calculate it based on the difference between price of an item A in this month (September) vs last month (August).  If an item A was pricier then it means there is inflation. If same then perhaps no inflation. 

For me, the budget behind my family food expenses is the most important factor. If we can make our own food in our home at lesser costs then why would we go out to eat the ready made ones and pay 5 times more, especially when we cannot afford. This is not only going to happen with McDonalds, but it may happen with most of the restaurants. Only the people who can still afford may opt to eat out. The only solution is there should be a mega salary hike among the middle class working family members so we wont need to worry about the affordability issue.

It is very easy to think like this, but if Canada does not export to US then whom else can it export to? and how will its economy perform. Canada needs to be friendly with most of the countries in this world and try to balance its trade and stabilize its economy and let its economy grow at a relatively fair rate. The world is changing rapidly. Canada needs to change as well.

Mr. Trumps Tariffs are going to be conditional. i.e. mostly related to boarder and security challenges. If Canada can satisfy the conditions then Canada need not to worry about it. Is this Correct? Mr. Trump is discussing about conditional tariffs. The condition is related to the boarder and security challenges. If Canada can satisfy those conditions then Canada need not worry about the tariffs.

Mr. Trumps Tariffs are going to be conditional. i.e. mostly related to boarder and security challenges. If Canada can satisfy the conditions then Canada need not to worry about it.

I keep on wondering why Canada's GDP keeps going up and down. For example look at the GDP numbers in the years, 1976-77, 1991-96, 2000-02, 2008-10, 2012 and onwards. What would be the correct diagnosis?

The other day in the news some one was saying that our economic growth is based on population growth. Now they are saying our currency fall is based on drop in inflation. No one knows exactly what is really going on.

It's a great idea to ramp up/strengthen our own defense at the cost of foreign aid. Definitely the need of the time! The people from the world are changing, so we need to change too. To those countries, who have multi-millionaires and billionaires should not be given any kind of foreign aid. Let those multi-millionaires and billionaires take the responsibility to aid their own country men, women and children.