The newest, hottest product by the OpenAI team behind GPT-3 is Codex : an advanced code generator, auto completer that is proficient in a dozen languages. What is Codex? We explain the new OpenAI code generator, code auto completer in this medium tutorial.

The team at OpenAI noticed that people were excited that GPT-3, the general purpose language model, can generate code. They compiled a benchmark dataset to testing the code writing ability of GPT-3. And the conclusion? It is mostly gibberish, so score was 0% on the benchmark dataset.

After GPT-3 captured the imagination of all, OpenAI team comes…


Dear pro members, we took notes and linked to all the resources on the newest hottest OpenAI Codex a true, benchmarked code generator from the team that created GPT-3 (the world’s largest language model) ! There are free contents for all to view, but the summary on insights, the paper, the live demo, and some notes are available in the advanced flash cards — viewable by paid members. for less than $5 coffee price a month. Don’t worry Medium subscribers, a medium article is here for you


This newsletter is a bit dry — just feature announcements but they are super useful. Use them as reference for your next interview and ML study. More content updating this week.

If you haven’t subscribed, you can still enjoy many of the 50 newly added flash cards. Only PRO members get access to all cards for $5 / month just a cup of coffee☕️

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These new feature pages are available for all for free. The learning experience is better for PRO members. The best quality flash cards are for PROs only. …


As promised, we will start to send out flash cards — byte size machine learning knowledge every few days or so. Interview prep cards to come soon. Many cards are free to view. There are a few pro paid members only. $5 / month Subscribe on substack using this button or link https://uniqtech.substack.com Skill Card for members are marked [PRO] and non-members [BASE].

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News Trends

[NEWS TREND] Internship shortage? — current students new grads


Recap: in the previous newsletter, we compared three job posting types: product manager, program manager and data engineer. Check out the career talk here. We have been collecting data on job postings and will report back with more insights. Check out our technical interview guide mid way through this newsletter.

Easter egg for paid subscribers * paid subscribers refer to premium subscribers on substack uniqtech.substack.com or on our actual website. Just $5 a month.

If you haven’t already, paid subscribers, you need to grab this algorithm book here. This new type of database is truly the future. …


It’s year 2021 and many job posts still ask for SQL skills for data science data engineer and data analyst positions. Even Google and Facebook. Let’s discuss some non trivial SQL statements. This tutorial should help you prepare a bit. Please read our full disclaimer. Our contents are for informational purpose only. We are not counselors. And our materials are for personal use. They are not for commercial not for production use. The codes are not production optimized.

“Strong knowledge of SQL is required” — tesla data engineer role

We noticed that even advanced, newer tech unicorns still ask for…


Display training images in a grid is an important data visualization task in deep learning, specifically computer vision deep learning tasks. Except it is not exactly easy unless you know the perfect matplotlib and pyplot and masters the concept of axis and grid. Fortunately pytorch has a function for that. It is not totally straight forward either, hence you need this article. We write articles that are beginner friendly and professionally applicable. Read our full disclaimer before using the code. Generally our code snippets are for personal use, not commercial or production viable.

First we only found the function signature…


Today’s newsletter looks different from our usual. It’s a detour to talk about an important topic : career development. Disclaimer: we are not licensed counselors, and are not qualified to give career advice. This is for informational purpose only.

We started to build our own proprietary database of job posts from the best tech companies in the world. It’s a lot. Some preliminary data cleaning, and visualizing give us a picture of how product manager differs from program manager, and what do data engineers do all day.

Follow us on substack uniqtech.substack.com, follow us on medium uniqtech.medium.com

The vision to…


Bitcoin Party?! 😱

Developer life is good, not gonna lie. Our classmate at Stanford apparently had a blast in Miami this weekend for the Bitcoin conf, VIP after-party with Bitcoin decorated Dom Perignon champagnes, To-the-Moon 🚀 plaques, the the super famous Logan + Floyd boxing match — the game of the century for YouTubers. Gosh, even after living in the bay area for years, we have not seen Such Wow Much Fancy and COVID 😱 Of course. We don’t support partying or crowds right now but it’s something to behold. But wow that’s what Miami is really made for.

Bitcoin VIP clubbing?! 👆🏼

Uniqtech

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