SUMMARY
Uniqtech is building a massive collection of flash cards for learning AI and data science. Sign up today. In this newsletter : Generative AI gold rush trends, Google I/O talk cheat sheet. ChatGPT, palm models. The next newsletter: langchain, Hugging Face, llama and llamaindex (published on Substack and Medium), linear algebra, fancy developer lifestyle.
Motivation
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Warning, no career advice. Read more.
Disclaimer, warning not career advice https://ml.learn-to-code.co/skillView.html?skill=ZCaXwnT3Wjyy9KRrd6wp
Easter Eggs of the Month
Easter eggs are premium resources available for pro paid members. These are the best ebooks, courses that will save you time - the best resources we found on the internet.
[Download] [ebook] [PDF] [Free] high quality statistics, data science, programming book [pro] https://ml.learn-to-code.co/skillView.html?skill=rds90hORfTnvjZfQqUhk
Greylock partner Jerry Chen discusses AI trends, investments and model strategies [all members]
https://ml.learn-to-code.co/skillView.html?skill=LP8KA9RAwp6gQgLEpa0w
Advanced GPT-4 prompt engineering [pro, easter egg resource] - Free high quality ChatGPT, GPT-4 prompt engineering course https://ml.learn-to-code.co/skillView.html?skill=nNF6oeN3ZssmpYTrDpQG
Easter egg: pro tips, training, and tools for developers
https://ml.learn-to-code.co/skillView.html?skill=H3RikhnNqayUuTWGP1q7
[Pro tip] [Technical Interview] [FANG Company] Simulated annealing (definition) and Quantum Annealing [pro]
https://ml.learn-to-code.co/skillView.html?skill=Q27Wy8e1hSqejuKIOs4y
[Easter Egg] Attention is All You Need (Transformer) Paper Explained (technical, intermediate level)
https://ml.learn-to-code.co/skillView.html?skill=l75zTLlIjzNUnSPBdIkN
State of data science report [easter egg, report, PDF, career]
https://ml.learn-to-code.co/skillView.html?skill=vbe4WK8bYAIxVNMLiolv
Uniqtech Guide to Deep Dive on Hugging Face 03 - How to use Hugging Face to build apps [ebook] [pro] [easter egg]
https://ml.learn-to-code.co/skillView.html?skill=DCTwUZJnWgUE6Zo9r2JZ
GENERATIVE AI, Natural Language Processing (NLP) and Large Language Models (LLM)
Generative AI in the news:
It is an exciting time for AI - dubbed the GenAI Rush (“Gold Rush”). LLM and image generation models are driving innovations in AI. GPT-4 is now generally available, new developers will have access to GPT-4 models and compute availability (previously limited) has now increased. Here's an easter egg for paid subscribers, best GPT-4 course (how to use GPT-4 to build applications). Advanced GPT-4 prompt engineering [pro, easter egg resource] - Free high quality ChatGPT, GPT-4 prompt engineering course https://ml.learn-to-code.co/skillView.html?skill=nNF6oeN3ZssmpYTrDpQG
ChatGPT has already had its (apple) App Store moment: earlier 2023, it rolled out 70+ third party plugins including the ability for ChatGPT to browse live web and access information after September 2021 (the training, model cutoff date for previous models). All ChatGPT plus users have access to this advanced feature. Personally, I find the browsing feature very experimental and has yet to yield productive results for me. The feature does have extraordinary potential - Bing AI already demonstrated smart AI enabled search, greatly improve Bing search relevance and result quality.
How many times can you say AI?
Supposedly Google CEO Sundar Pichai mentioned “AI“ 150+ times during the two hour keynote at Google I/O 2023. If you are bored, watch this tiktok video - how many times can Google CEO say AI
[easter egg time saver] Product Hunt published this thread about everything announced at Google I/O
https://twitter.com/ProductHunt/status/1656588706919383045
During the Google I/O 2023, Google discussed an updated large language model (LLM) called PaLM 2, which powers “I/O’s most competitive announcements, including the addition of conversational generative AI answers to Google search result (AI snapshots)” (Source: product hunt). Bard is powered by PaLM 2.
On twitter @OpenAI July 2023 : "Code Interpreter will be available to all ChatGPT Plus users over the next week. It lets ChatGPT run code, optionally with access to files you've uploaded. You can ask ChatGPT to analyze data, create charts, edit files, perform math, etc. Plus users can opt in via settings."
ChatGPT plugin is the ChatGPT’s Apple App Store moment. Developers can now use skills and functionalities from other smart apps in conjunction with ChatGPT.
ChatGPT is a financial success. OpenAI and Stripe each raised a mega-round in Q1 2023. OpenAI around ~$10B, Stripe ~$6.5B. Within hours of launching, Meta's twitter grew to millions of users, potentially catapulting on instagram tie-in.
Generative AI Flash Cards:
Effectively reading AI research paper [Easter Egg, High Quality, Pro Tip] [pro]
https://ml.learn-to-code.co/skillView.html?skill=D0nbJzMXDz94uXeBlNF4
[Easter Egg] Attention is All You Need (Transformer) Paper Explained (technical, intermediate level)
https://ml.learn-to-code.co/skillView.html?skill=l75zTLlIjzNUnSPBdIkN
What is prompt engineering? Prompt Engineering (formal definition)
https://ml.learn-to-code.co/skillView.html?skill=0hUUwRJJ5AcBwcOBr9m4 Prompt engineering is trending. It is a new programming interface that allows developers to create texts, writing, art, images without coding (no-coding movement). It is fast and its results are stunning.
Easter Egg : Best tutorial on prompt engineering and technical details [pro]
https://ml.learn-to-code.co/skillView.html?skill=V6OoHW9lvZ7qOeyVwDCc
Word embedding 101 word representation https://ml.learn-to-code.co/skillView.html?skill=LtJBTshDj4OPgXBpfxpM
Advanced GPT-4 prompt engineering [pro, easter egg resource] - Free high quality ChatGPT, GPT-4 prompt engineering course https://ml.learn-to-code.co/skillView.html?skill=nNF6oeN3ZssmpYTrDpQG
Langchain What is Langchain? (definition) [pro]
Pinecone Vector Database
Vector Embedding storage
https://ml.learn-to-code.co/skillView.html?skill=Tflkt6kabm67To8bykED
Easter egg - comprehensive AI course form Udacity and Google Cloud [public] https://ml.learn-to-code.co/skillView.html?skill=oomESHfb3JE9ANp6oAnI
Open Source Alternatives to GPT-3, ChatGPT [public, easter egg, pro tip]
https://ml.learn-to-code.co/skillView.html?skill=KSdGxvVRvUkXs3FRicyK
Greylock partner Jerry Chen discusses AI trends, investments and model strategies
https://ml.learn-to-code.co/skillView.html?skill=LP8KA9RAwp6gQgLEpa0w
GPT-3 ChatGPT max_token and token length discussion https://ml.learn-to-code.co/skillView.html?skill=Q46Xbivc3qzn2bpN2XcB
Read our special, bonus llama and llamaindex newsletter here : on Substack , on Medium
Pro tip : convert number of tokens into English word count. https://ml.learn-to-code.co/skillView.html?skill=JG9tFdd54enXWE8xJrle
Generative AI unicorn companies developers should know
https://ml.learn-to-code.co/skillView.html?skill=x8IoQF6mkvPqBaX7zeDN
Build AI Apps : What is Langchain? (definition) [pro] https://ml.learn-to-code.co/skillView.html?skill=7gZTpYetUjvb8eCsDCz8
Generative AI unicorn companies developers should know https://ml.learn-to-code.co/skillView.html?skill=x8IoQF6mkvPqBaX7zeDN
Generative AI companies developers should know https://ml.learn-to-code.co/skillView.html?skill=lusqpANizBl1LYnITRlu
History of GPT, GPT-3, ChatGPT, GPT-4 models [pro] https://ml.learn-to-code.co/skillView.html?skill=VqCpbGVHXUROUsBWVt2F
General AI news
Hardware: NVIDIA has become a super compute company, emerging as a chip company worthy approximately 25 billion dollars (market cap fluctuates). NVIDIA GPUs are now essential for AI training. Though some argue that reliance on GPU is limited because the inference phase of AI does not require nearly as much compute as the training phase.
Hardware: NVIDIA defends 8GB of VRAM in recently launched GPU RTX 4060 Ti in context of gaming, AI GPU compute: “Remember the frame buffer is not the memory of the computer — it is a cache. And how you manage the cache is a big deal. It is like any other cache. And yes, the bigger the cache is, the better. However, you’re trading off against so many things... and it’s releasing an RTX 4060 Ti variation with 16GB of VRAM in July. It’s the same GPU with the same performance, just with more VRAM and priced $100 higher than the base model.” Read more (warning 3rd party, external website, not affiliated). NVIDIA is also augmenting in-game conversations with AI - ChatGPT. Read more (warning 3rd party, external website, not affiliated).
Did you know Elon Musk is a co-founder of OpenAI? Did you know that he is founding another AI company? Read here on Fast Company
NEW FLASH CARDS for well rounded developers
General development skills
Developer humor : How to get a dev job? There's a function for that: get_dev_job() How to get a dev job (meme) https://ml.learn-to-code.co/skillView.html?skill=vtI8sCubfyiduASr8CSh #techjob #developer #meme
Keep track of the Great Layoff learn about the latest layoff news from big techs. Tech layoff tracker. The great layoff | the disastrous layoff https://ml.learn-to-code.co/skillView.html?skill=utK5Wyd6HjhniTLVAGcG
Forbes reported on the latest Google employee rating system GRAD. Its full name : 新绩效评估系统 Google Reviews and Development (GRAD).
Developer Tools
Common Git Commands https://ml.learn-to-code.co/skillView.html?skill=0DAnmxDnYALrbX6DsRCM
Git Essential use cases of version control https://ml.learn-to-code.co/skillView.html?skill=5F238Dgge0U4R2nwSArI
.env file, setting up a dotenv file and environment variables https://ml.learn-to-code.co/skillView.html?skill=6HR1GWNxYBUm0Ve5vIma
OOP: Steve Jobs explains object oriented programming in the 1994 The Rolling Stone Interview https://ml.learn-to-code.co/skillView.html?skill=f7AgxJbNocX5JajO9AZA
Uniqtech Guide to Activation Functions https://ml.learn-to-code.co/skillView.html?skill=dDux03JbpiiW14yV5i98
Activation functions pro tip
https://ml.learn-to-code.co/skillView.html?skill=u4WfjPKeZwxzeFvDFaRm
Google Cloud function basics https://ml.learn-to-code.co/skillView.html?skill=jQySlJfKVPhzkp9dxfJF
What's a LiDAR? (definition) https://ml.learn-to-code.co/skillView.html?skill=WzdCxcXUn1WoekZm7BzX
Foundry (definition) paradigm's guide to foundry https://ml.learn-to-code.co/skillView.html?skill=630aJE8LPUF8QvS91Kb4
Data products developers should know https://ml.learn-to-code.co/skillView.html?skill=3XUTRVJoA0AJky0X87zw
Career, Technical Interview
Disclaimer, warning not career advice https://ml.learn-to-code.co/skillView.html?skill=ZCaXwnT3Wjyy9KRrd6wp
Computational Thinking https://ml.learn-to-code.co/skillView.html?skill=uuVRBwx8fM53DXLj68e1
[Pro tip] [Technical Interview] [FANG Company] Simulated annealing (definition) and Quantum Annealing [pro] https://ml.learn-to-code.co/skillView.html?skill=Q27Wy8e1hSqejuKIOs4y
General Data Science
Pro tip: Understand SQL Joins [easter egg, pro tip] [pro] - Data Visualization for SQL Joins https://ml.learn-to-code.co/skillView.html?skill=qRCRHE7TO4YKTmz9LBO3
Data science, data warehouse tools developers should know https://ml.learn-to-code.co/skillView.html?skill=eTbddZvb3VpwtFT5QjOh
Data science notebooks: Jupyter, Google Colab and alternatives https://ml.learn-to-code.co/skillView.html?skill=z4mwyGEYh82yJTmdH30WState of data science report [easter egg, report, PDF, career]
https://ml.learn-to-code.co/skillView.html?skill=vbe4WK8bYAIxVNMLiolv
General deep learning
Uniqtech Guide to Activation Functions https://ml.learn-to-code.co/skillView.html?skill=dDux03JbpiiW14yV5i98
Loss function cross entropy (definition) https://ml.learn-to-code.co/skillView.html?skill=HJBi27PhYuHAwALOuXIq
Hugging Face (great news there will be a newsletter dedicated to Hugging Face):
Uniqtech Guide to Deep Dive on Hugging Face Part 01 https://ml.learn-to-code.co/skillView.html?skill=7nxypHNkHZaN88UktRpm
Uniqtech Guide to Deep Dive on Hugging Face 02 [pro] [paid members] https://ml.learn-to-code.co/skillView.html?skill=ZOWtgGa3vMoliRjf5lEG
Uniqtech Guide to Deep Dive on Hugging Face 03 - How to use Hugging Face to build apps [ebook] [pro] [easter egg] https://ml.learn-to-code.co/skillView.html?skill=DCTwUZJnWgUE6Zo9r2JZ
What is Hugging Face? Getting started with Hugging Face state of art NLP models, transformers [pro] https://ml.learn-to-code.co/skillView.html?skill=0KAxS5PW1JQEtH8xCZ19
General #100DaysOfPython Skills
Google Cloud function basics https://ml.learn-to-code.co/skillView.html?skill=jQySlJfKVPhzkp9dxfJF