Startup Analytics @StartuAnalytics
Discover, find teardowns and how to use new-age data analytics tools! Post PMF - Exploit Data through analytics, methods and tools Risk, Returns and Math startupanalytics.in Bengaluru Joined February 2021-
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the big thing that i’ve learned from being an ml engineer…. … is that you often don’t need ml to actually solve business problems ml is really great at solving a small subset of problems in a business and very rarely do most businesses have the right building blocks to apply…
@neelesh_salian In no particular order 1. We don’t care about money, just get it done. 2. We don’t have the right set of engineers or engineering mindset to achieve it. 3. We have politics in place. If we let our engineers do it, how will our super talented DBAs exercise control.
Still remains the simplest, most lucid explanation of Large Langauge Models by one of the sharpest (and kindest) teachers (and engineers) of our time: Andrej Karpathy Give it a watch:
The primary objective in portfolio optimization is to maximize return for a given level of risk, or minimize risk for a given level of return. Circle packing can help visualize how different allocations meet these objectives. Calculate Metrics Compute necessary metrics for…
Always remember: you cannot manufacture motivation. All you can do is make your product the best outlet, the best solution, for an already-existing motivation. You have plenty of room to innovate there. But if you try to innovate by manufacturing motivation, it will never work.
If you're running Google Ads for your startup, you're probably not optimizing towards the most underrated metric - Quality Score. Quality Score is measure on a scale from 1-10 that helps you understand your ad's quality. The higher your quality score, the less Google makes you…
1. Buyer sees ad. 2. Buyer gets distracted by cat. 3. Buyer forgets about brand. 4. Buyer sees organic post 3 days later. 5. Buyer likes organic post. 6. Buyer scrolls on...
As a Consumer Founder, it is Smiling Retention Curves like these that bring a smile to our face :) Any guesses on what this cohort could be?
Many (if not most) data errors can be caught by counting rows. Often there are aspects to your data you didn't know about, and they only get caught when doing joins. This PSA brought to you by: "sigh, ugh, not again"
Researchers and engineers at G-Research are using Polars in their projects to handle data more efficiently. Reporting 150x speedups over earlier implementations. Read our latest case study: pola.rs/posts/case-gre…
Has anyone tried downloading data from data.gov.in? I am unable to download datasets, can someone tell me where i am going wrong? I am interested in two datasets, one has catalog API and one doesn’t. I haven’t tried API yet. @StartuAnalytics
HSBC: "We believe India is likely to graduate directly from unorganised retail (Kirana stores) to QC (quick commerce), while Modern Retail penetration will likely remain low."
Why do tree-based models still outperform deep learning on tabular data? This paper gives some insight as to why. When using ML in trading systems, your data space is largely tabular. Tree-based models are SOTA in performance and speed. Stop using LSTMs. arxiv.org/pdf/2207.08815…
I reduced my churn, from 40% to 16% 🥰 Only by taking simple actions. That'll be the topic of my next newsletter post, I'll write it later this week to explain them all.
At the exec level of corporations you can't say "the thing" out loud for political reasons, and this is (sometimes) why orgs like McKinsey get hired: they say "the thing" out loud so nobody has to pay the political cost of doing so, backed by lots of nice graphs and data.
Folks, trying to get hold of a few AI-based image enhancer apps! It's been a while since we looked into images and related problem statements but assumed that with this whole AI wave, enhancing images must be trivial compared to generating them from scratch. Recommendations?
Amanda @rorie74amanda
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This was surprising and interesting. 'The biggest constraint to getting people through security lines faster is the size of the screening tray'! Incidentally Mumbai considered the busiest single runway airport (higher than Gatwick) does 46 movements an hr. Much less than Gatwick…
@neelesh_salian In no particular order 1. We don’t care about money, just get it done. 2. We don’t have the right set of engineers or engineering mindset to achieve it. 3. We have politics in place. If we let our engineers do it, how will our super talented DBAs exercise control.
Still remains the simplest, most lucid explanation of Large Langauge Models by one of the sharpest (and kindest) teachers (and engineers) of our time: Andrej Karpathy Give it a watch:
The primary objective in portfolio optimization is to maximize return for a given level of risk, or minimize risk for a given level of return. Circle packing can help visualize how different allocations meet these objectives. Calculate Metrics Compute necessary metrics for…
Don’t do this: In product management interviews, I often ask candidates to describe a product that exemplifies world-class execution. A frequent response I get is "Spotify." This is akin to me asking for an example of world-class coffee, and someone responding with…
If your default mode is Impact focus or Execution focus, you will find it hard to make time to do Optics work. But Optics work becomes essential in large groups. So here are some tips for how to gather willpower & stop procrastinating on your Optics work: youtu.be/lLHQ-t9eJpY
If you're running Google Ads for your startup, you're probably not optimizing towards the most underrated metric - Quality Score. Quality Score is measure on a scale from 1-10 that helps you understand your ad's quality. The higher your quality score, the less Google makes you…
As a Consumer Founder, it is Smiling Retention Curves like these that bring a smile to our face :) Any guesses on what this cohort could be?
I didn't get into YC. I'm 35 with a wife, two kids in school and I live 2,800 miles from San Francisco. I didn't get it because I didn't apply. Priorities change when raising a family. I'm simply not in a position to move away from my family for three months. I've put them…
Like, seriously tho datologyai.com/jobs x.com/jiminy_kirket/…
Every software company is scrambling for AI talent, while every AI company is scrambling to find one good backend engineer
@ajayrotti One of the few companies in India that operate with world class efficiency. Had to break the general wisdom of not investing in airlines, have been rewarded well for it.
Has anyone tried downloading data from data.gov.in? I am unable to download datasets, can someone tell me where i am going wrong? I am interested in two datasets, one has catalog API and one doesn’t. I haven’t tried API yet. @StartuAnalytics
HSBC: "We believe India is likely to graduate directly from unorganised retail (Kirana stores) to QC (quick commerce), while Modern Retail penetration will likely remain low."
Paul Millerd went to MIT and worked for McKinsey before deciding corporate life wasn’t for him. Then he did what one does: moved to Taiwan without a plan and accidentally wrote a cult classic, The Pathless Path. 11 of his best writing lessons: 1. The best marketing tactic…
Why do tree-based models still outperform deep learning on tabular data? This paper gives some insight as to why. When using ML in trading systems, your data space is largely tabular. Tree-based models are SOTA in performance and speed. Stop using LSTMs. arxiv.org/pdf/2207.08815…
What according to you is one of the greatest contributions in Statistics?
I reduced my churn, from 40% to 16% 🥰 Only by taking simple actions. That'll be the topic of my next newsletter post, I'll write it later this week to explain them all.
At Navi, we are solving for customer experience and making access to finance simple, accessible, and affordable for a Billion Indians. Amongst the many firsts, Navi is the only financial services company to charge zero processing fees on loans. 7/8
@sbikh It would be great to standardize and track metrics like this and make them publicly available/comparable at portals like Shiksha.