This Week I Learned - Week #44 2021

This Week I Learned - 

* A landing zone is an environment for hosting your workloads, preprovisioned through code. Azure landing zones provide cloud adoption teams with implementation options for a well-managed environment for their workloads.

* Automating ML monitoring and re-training is an important part of MLOps. The accuracy of ML models can deteriorate over time, a phenomenon known as model drift. Many factors can cause model drift, such as changes in model features. Concept drift can also affect your models, and if you have 100’s of them deployed to production, the good news is that you can use Amazon Sagemaker Pipelines’ workflow automation components to build operational resilience and reproducibility. 

Clarity, a behavioral analysis tool that helps you understand user experience.

* The aircraft manufacturer ATR is a joint venture between two European aeronautical players, Airbus and Leonardo. Their aircraft are designed and built around turboprop engines which claim to be more efficient than similarly sized regional jets as they burn less fuel & emit less CO2. 

* Kozhikode & Mangalore airports have tabletop runway.

CO2 emissions (metric tons per capita) - United Kingdom, United States, China, Australia, Canada, France, Germany, India

* When people cook up numbers, they cook up round numbers.  

* Children can sometimes regrow the tip of an amputated finger, as long as there’s a bit of nail left over and the wound isn’t stitched up.

* Rai-jamun  trees are enormous water guzzlers.

* Delhi doesn’t have an ecology that is suited to evergreen or semi-evergreen trees. 

* Russia has 11 time zones (of just 24 total in the world) while United States is divided into six time zones. France, including its overseas territories, has the most time zones with 12.

* When a privately-owned company offers its shares to the general public for the first time, it is called an IPO or an Initial Public Offering. Through the IPO, an unlisted company becomes listed in the stock market and its shares can be bought and  sold by the public. When you buy a share in an IPO, you become a shareholder in the company, i.e. you become the owner of a specific ratio of the company, based on the shares you have invested in. Why do companies launch their IPOs?

  • To raise capital for expanding the business
  • To dilute the ownership of venture capitalists or other private investors
  • To pay off debts
Total Assets Under Management for National Pension Scheme (NPS) and Atal Pension Yojana (APY) scheme as on 30th October, 2021 were Rs 675,925 crores. The currently top-most fund house SBI Mutual Fund has  Assets Under Management (AUM) of over ₹6-lakh-crore (610,040 crores in Sep 2021). 

Opinion - There is no specific and direct provision for taxation of withdrawal from Tier II account under the Income Tax Act. If tax law does not have any specific provisions for taxation of an item, it does not by default becomes tax-free or taxable. Since the investment made in Tier II account does not carry any fixed rate of return like fixed deposits or bonds or debenture, the appreciation in the value of investments cannot be taxed under the head “Income from other sources". As a subscriber is allotted units for his investments in different categories of funds like of equity, corporate bonds and government securities at their Net Asset Value (NAV) at the time of investment, it is logical to treat contribution to tier II account as investments and treat any profits thereon as capital gains.

* The Central Recordkeeping Agency (CRA) charges for NPS tier II account are levied on a quarterly basis. The bill amount is recovered by way of redemption of units on the last working day of the quarter & can be viewed in the Statement of Holding.  CRA follows the (T+3) Settlement Cycle. Subsequent to authorisation of Withdrawal request by Nodal Office, request will be considered for pay-in on next working day and as per the stipulated settlement process the funds will be transfer to the respective Subscriber’s bank account on 4th working day (i.e. on T+3 settlement days).

* NPS is lower cost (expense ratio) compared to mutual funds. (Debt options)  Schemes C and G of National Pension System (NPS), which invest mainly in corporate bonds and government securities, respectively, have been in the spotlight on the back of outperformance over mutual funds. The historic NAVs of  Pension Fund Managers (PFMs) are available from their websites.

* D-Remit or direct remittance facility launched by NPS in October 2020, is an electronic system through which money can be directly transferred from your bank account to the trustee bank so that you can get same-day NAV for your NPS investment. Those who wish to get the-same day NAV will have to make the contributions before 9. 30 am (on a working day). The minimum contribution through D-Remit is ₹500 for both tier 1 and tier 2 accounts, while there is no cap on the maximum contribution.

* Former State Bank of India Chairman Pratip Chaudhuri was arrested on Sunday from his Delhi home in an alleged loan scam case related to a hospitality group in Jaisalmer in 2008 amounting to Rs 24 crore. Chaudhuri's tenure as the 23rd Chairman of SBI ended in September 2013.  He later joined  Alchemist ARC as Director. After the account became an non-performing asset (NPA) in 2010, SBI had assigned the recovery of loans associated with the hotel project to Alchemist ARC in March 2014. In December 2017, a non-banking finance company (NBFC) bought the hotel project under the Insolvency and Bankruptcy Code. Chaudhuri was the face of SBI's recovery efforts against Kingfisher Airlines in 2012-13, when banks had recognised the account as a non-performing asset. In June 2018, RP Marathe, former managing director and chief executive officer of Bank of Maharashtra, was arrested by the Pune Police. Prior to that, officials at IDBI Bank Ltd. had also been arrested in the Kingfisher Airlines case.

*  The origins of Old Monk can be traced to Dyer Breweries, started by Edward Dyer. One of his sons was Reginald Dyer who ordered the Jallianwallah Bagh Massacre.

Indira Jaising  is an Indian lawyer who is noted for her legal activism in promoting human right causes. In 1981, along with her husband Anand Grover, she founded the Lawyers Collective, an NGO devoted to feminist and left-wing causes. Jaising has represented the victims of the Bhopal tragedy in the Supreme Court of India in their claim for compensation against the American multinational Union Carbide Corporation. She was given the Padma Shree by the President of India in 2005 for her service to the cause of public affairs. Her feminism and strong personality endeared her to Sonia Gandhi and in 2009, Jaising became the first woman to be appointed Additional Solicitor General of India.

Gladys Staines  is the widow of Australian missionary Graham Staines. In 2005, she was awarded the Padma Shri. As a result of the contributions earned from receiving that award, Staines transformed the leper house she served at into a full hospital.

Pradip Krishen  is an Indian filmmaker and environmentalist.  He is married to Arundhati Roy who also acted in his films. Starting in 1995, Krishen began studying trees, taught himself field botany and began identifying and photographing Delhi's trees, extensively exploring the city's green habitat. He is the author of Trees of Delhi: A Field Guide & Jungle Trees of Central India.

* Colonel Richard Meinertzhagen, was a British soldier, intelligence officer, and ornithologist. While early biographies lionized Meinertzhagen as a master of military strategy and espionage, later works such as The Meinertzhagen Mystery present him as a fraud for fabricating stories of his feats and speculated he was also a murderer. He is frequently credited with a surprise attack known as the Haversack Ruse in October 1917; during the Sinai and Palestine Campaign of the First World War, according to his diary, he let a haversack containing false British battle plans fall into Ottoman military hands, thereby bringing about the British victory in the Battle of Beersheba and Gaza. The true author of the ruse, Lt Col Belgrave, had never contradicted Meinertzhagen's account because he was killed in action on 13 June 1918. The ruse inspired Winston Churchill to create the London Controlling Section, which planned countless Allied deception campaigns during the war, and such operations as Mincemeat and diversions covering D-Day were influenced by the Haversack Ruse. Salim Ali noted Meinertzhagen's special hatred for Mahatma Gandhi and his refusal to believe that Indians could govern themselves.

* Elon Musk graduated from University of Pennsylvania in 1997 with a Bachelor of Science degree in economics and a Bachelor of Arts degree in physics. He dropped out of Stanford after two days, deciding instead to join the Internet boom and launch an Internet startup. In March 2000, Elon Musk's x.com, an online financial services company founded in March 1999 merged  with  Confinity/Paypal, founded by Peter Thiel, Luke Nosek and Max Levchin. Musk's preference for Microsoft software over Linux created a rift in the company and caused Thiel to resign. In 2002, PayPal was acquired by eBay for $1.5 billion in stock, of which Musk—the largest shareholder with 11.7%—received over $100 million.

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