(AI 💌)> [ o _ o]
🦾[Uniq 🦾]
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Our little robot delivering your newsletter at the North Pole.
Hello bootcamp graduates and AI enthusiasts ⛺️. This is your monthly (sometimes bi-monthly) AI newsletter 💌. Hope it saves you time gathering insights, trends, and learning AI tools.
We provide AI flash cards so you can learn important AI skills fast. We also provide general programming and technical interview flashcards for developers to grow Beyond Bootcamps 🏕️. You have graduated from coding bootcamps, now what? Beyond Bootcamps the series contains what developers need to learn after coding bootcamps.
Should you still learn to code in the age of ChatGPT and OpenAI? OpenAI ex CEO Sam Altman answers the question (read more...).
AI has taken the center stage of our daily discussions. 🇺🇸🇨🇳 On President Biden and President Xi's summit discussion agenda during APEC: artificial intelligence takes the first spot, according to NBC Bay Area news.
New flash cards are released daily! Be sure to follow our twitter (X). 🕊️
OpenAI Dev Day
Exciting! OpenAI just hosted its first devday for developers Nov 6 2023. PREVIEW : We have many flash cards about OpenAI DevDay, OpenAI API, Langchain, Hugging Face, Llama 🦙 index and llama2 and all of LLM in the pipeline, advanced prompt engineering templating. They will be delivered to you this month. 🚀 OpenAI says: "Recordings of the keynote and breakout sessions will be available one week after the event." Dev day take-away flash cards coming soon. (Though the keynote seems to be already available on OpenAI's channel -
What is already known and insane is that OpenAI just released the GPTs - customized AI apps specialized in domain knowledge/ topic / fine tuned tasks e.g. creating SQL queries At the end of this month, it will release an app store - a AI marketplace! In San Altman’s own words "GPTs are tailored versions of ChatGPT for a specific purpose. (PS: Sam Altman was the CEO of OpenAI yesterday, and was ousted today Nov 17! WSJ - Sam Altman is Out at OpenAI; Mira Murati will be interim CEO. ) Soon, everyday users and developers will be able to create their custom version of GPT and no coding required!! Users can use natural language to build a custom GPT of anything : with "instructions, expanded knowledge, and then you can publish it for others to use" - effectively monetizing your app (for the best apps OpenAI will revenue share). Pretty insane! Anyone will be able to join the next AI compute revolution. And yes OpenAI will probably ruined a lot of jobs and startups.
Could this be OpenAI's "App Store Moment" (the opening of a vibrant, highly profitable app and subscription ecosystem, a business model piloted by iPhone)? OpenAI is surely growing rapidly - it just leased office spaces from Uber in downtown San Francisco, read more here.
Want to join the OpenAI team? We wrote about OpenAI office tour and its recruiting pipeline in our previous newsletters : [Easter Egg, office tour] OpenAI office tour (titkok ~ 1 minute) https://ml.learn-to-code.co/skillView.html?skill=cdR3jDYDoW1HvqOBERTN Warning and disclaimer : not career advice, no counselor on staff, informational purpose only.
[Easter Egg, tech job] OpenAI recruiting process - Did you know you can become a developer at OpenAI, creator of ChatGPT without a PhD? [pro] https://ml.learn-to-code.co/skillView.html?skill=gTb3iOUriHx4pGLiVMvS Warning and disclaimer : not career advice, no counselor on staff, informational purpose only.
OpenAI ChatGPT Features release notes - ChatGPT release note- https://ml.learn-to-code.co/skillView.html?skill=cXAEXHVag1fu6PdQfQfl
👨🏻⚖️ The boring legal stuff:
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🪺🐣 Easter eggs
Best high quality resources (🚀🔋)
ebooks
AI application without a PhD https://ml.learn-to-code.co/skillView.html?skill=vY0vn8hNxmqT52Cfbbt6
#AI #Pytorch #100DaysOfCode #Python 14/100 #ebook
OpenAI ebook https://ml.learn-to-code.co/skillView.html?skill=Uyac5X8imKjLVRVQ0dan
Best OpenAI resource: How to use OpenAI and GPT-3 like models (intermediate, advanced).
Best llamaindex resource: llamaindex https://ml.learn-to-code.co/skillView.html?skill=ztcNUJROBE1Qy3bxPgWp
Advanced GPT-4 prompt engineering https://ml.learn-to-code.co/skillView.html?skill=nNF6oeN3ZssmpYTrDpQG
Free high quality ChatGPT, GPT-4 prompt engineering course
Tech layoff dashboard, tracker https://ml.learn-to-code.co/skillView.html?skill=utK5Wyd6HjhniTLVAGcG
The great layoff continues, track layoffs here. The great layoff | the disastrous layoff
Sam Altman discusses with Bloomberg whether kids should still learn to code in the age of ChatGPT https://ml.learn-to-code.co/skillView.html?skill=cpWDA9AFxrZ0MLDohWrk
💬 Feeling chatty? What are your current challenges in AI education? Your feedback is important. We will incorporate some into our products. Message Us.
One-on-One Coaching Available 🦾
Our founder is a life coach, who works in tech, practices buddhism and mindfulness, has personal experiences harnessing adult ADHD gifts and turning them into personal growth and inspirations. She also served as a mentor for Stanford and Udacity students. She is especially experienced in learning-to-code, breaking into tech, getting started with Machine Learning and AI, turning ChatGPT into your personal helper. Send a message here 💬.
Large Language Models (LLMs) and Natural Language Processing (NLP) 🎙️🙊
Large Language Model (LLMs) Introduction
https://ml.learn-to-code.co/skillView.html?skill=zEs2og5E6ERk6zauuAM4
Mini project - word embedding visualization, Visualize word embeddings
Mini project - Embedding (e.g. Word Embedding) Data Visualization Part 1 [pro]
https://ml.learn-to-code.co/skillView.html?skill=ANxKX2sCpdJ16WcFGBXr
Mini project - Embedding (e.g. Word Embedding) Data Visualization continued part 2 [pro]
https://ml.learn-to-code.co/skillView.html?skill=5kaSwgPg7wKTmeazVy0N
Current research hot topics in LLM
https://ml.learn-to-code.co/skillView.html?skill=hEO1GTbxskpyY2TzzJrA
OpenAI models and specs
https://ml.learn-to-code.co/skillView.html?skill=CQVgMxL8K8qtHLGrx7UJ
Introduction to llama 2
https://ml.learn-to-code.co/skillView.html?skill=M145j5GAHz4oe3QUSWrW
Advanced: Trying out llama2 (llama-2) and Code Llama by Meta [pro]
https://ml.learn-to-code.co/skillView.html?skill=MHSomiv6LLxI57cHAwRj
Fine tune Llama Chat on Llama 2 [pro]
https://ml.learn-to-code.co/skillView.html?skill=hwEQfmGZRgxTowoP8Gqe
What is the LLaMA and Stanford Alpaca Model 🦙 What is llamaindex (definition) ? Read more...
ChatGPT - 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 - The ultimate high quality resource for using OpenAI and GPT models (GPT 3.5, GPT-4) : OpenAI [ebook] [pro] https://ml.learn-to-code.co/skillView.html?skill=Uyac5X8imKjLVRVQ0dan
Prompt Engineering
Prompt Engineering (definition)
https://ml.learn-to-code.co/skillView.html?skill=0hUUwRJJ5AcBwcOBr9m4
Intro : The art of prompt engineering (definition) https://ml.learn-to-code.co/skillView.html?skill=ytB0dMhxHjhSrWg0i24H
Tools for building AI applications
https://ml.learn-to-code.co/skillView.html?skill=GpZKbHGjK92CPvk0KP7N
Advanced prompt engineering [pro] https://ml.learn-to-code.co/skillView.html?skill=7yLRKLpdeq5k36IZPVuz
Building Modern AI Applications with LLM
Developing AI Apps with news tools: LLMs, LangChain, Streamlit
Langchain feature pro tip - memory management [pro]
https://ml.learn-to-code.co/skillView.html?skill=RXdeizpFnPOEO1MFytdS
Pinecone Vector Database
https://ml.learn-to-code.co/skillView.html?skill=tS3e5GKu549onkJRFF81
Tools for building AI applications
https://ml.learn-to-code.co/skillView.html?skill=GpZKbHGjK92CPvk0KP7N
Word Embeddings and Tokens
Embeddings are usually initialized randomly. A language model would consume a lot of training examples to learn the weights for generating correct embeddings - for example, words that have similar meaning, nearby text should have similar representations (embedding with close distances).
A few words of discussion on tokens
https://ml.learn-to-code.co/skillView.html?skill=SicupqcVs111FZ3HiXO8
Discussion - LLM token cost, token limits, max token, context window
https://ml.learn-to-code.co/skillView.html?skill=v0pxEnoII4Li8V6BtwGg
Word Embedding Basics - word embedding 101 word representation
https://ml.learn-to-code.co/skillView.html?skill=LtJBTshDj4OPgXBpfxpM
Cosine Similarity - motivation and use case: [pro]
https://ml.learn-to-code.co/skillView.html?skill=EcBXIGobOjEB56n28sZ4
Cosine Similarity and Dot Product (formula) [pro]
https://ml.learn-to-code.co/skillView.html?skill=wGBhs0HkB3JFUhu27ppd
Tools for building AI applications
https://ml.learn-to-code.co/skillView.html?skill=GpZKbHGjK92CPvk0KP7N
Visualize word embeddings
Mini project - Embedding (e.g. Word Embedding) Data Visualization Part 1 [pro]
https://ml.learn-to-code.co/skillView.html?skill=ANxKX2sCpdJ16WcFGBXr
Mini project - Embedding (e.g. Word Embedding) Data Visualization continued part 2 [pro]
https://ml.learn-to-code.co/skillView.html?skill=5kaSwgPg7wKTmeazVy0N
Trending in the News
AI has taken the center stage of our daily discussions. 🇺🇸🇨🇳 On President Biden and President Xi's summit discussion agenda during APEC: artificial intelligence takes the first spot, according to NBC Bay Area news.
🌉 Developer lifestyle : 🏝️ They Fled San Francisco. The A.I. Boom Pulled Them Back (NYTimes): Young professionals who moved out of San Francisco are lured back by its hot AI opportunities, community events, hacker houses, and meetups. One example is SF Hayes Valley dubbed the Cerebral Valley. Even YC encourages founders to re-locate to SF while attending. Garry Tan also re-affirmed Cerebral Valley’s title. Fun fact : Uniqtech used to be HQ to in Hayes Valley.
NYTimes: They Fled San Francisco. The A.I. Boom Pulled Them Back. The loud critics ("its worsening problems with drugs, housing and crime") of San Francisco, once devoted locals, left the city for "to places with lower taxes, fewer Covid restrictions, safer streets and more space." That was during the covid pandemic and post-covid, but they soon found out that they need to rejoin San Francisco for the AI boom, events, parties (Hugging Face party, which we wrote about in this flash card), "The community of fellow entrepreneurs, investors and tech talent". "There's just nowhere else like the Bay." Garry Tan (Y Combinator partner) : "Hayes Valley truly became Cerebral Valley this year." Read more...
🇨🇳 Mr. Kaifu Lee a US educated AI leader in China. He spearheaded Google China, conquered cancer (his story is a true inspiration in China), launched an accelerator and went on a 🇺🇸 book tour meet and greet (where we met him) before launching his newest unicorn 🦄. Former Google China President's Startup 0.1AI Hits $1B Valuation, Outperforms Meta's Llama 2 (Benzinga) Nov 5 2023. “The artificial intelligence startup 01.AI founded by Kai-Fu Lee has achieved a $1 billion valuation in less than eight months. with an open-source AI model, surpassing the performance of industry giants, including Meta's Llama 2, on certain metrics. .. 01.AI has secured the chips for the foreseeable future…. Sinovation Ventures … commenced operations June 2023 … The company’s flagship large language model, Yi-34B … both Chinese and English languages” Read more here … Our flash card about llama 2 here. ‘As reported by Bloomberg, Yi-34B has outshone Meta’s Llama 2, which has been a standard in the industry. In an interview, Lee stated, “Llama 2 has been the gold standard and a big contribution to the open-source community. We want to provide a superior alternative not just for China but for the global market.”’
"Google commits to invest $2 billion in OpenAI competitor Anthropic" CNBC Published in Oct, reviewed on Nov 14, 2023. Hayden Field Google has committed to investing $2 billion in Anthropic (the creator of the Claude 2 chatbot), an artificial intelligence startup. This move follows Amazon's recent decision to invest up to $4 billion in the same company. The initial investment from Google is $500 million, with an additional $1.5 billion planned to be invested over time. Anthropic, known as a competitor to OpenAI, was founded by former executives of OpenAI. Disclaimer: do your own research. Check the latest article. Read more...
New Flash Cards
General Programming Tips and Technical Interview Tips
Disclaimer and warning: no career counselor on staff. Informational purpose only. Not career advice.
System design interview tips and framework, Interview data structure Trie , XOR - bitwise exclusive or (xor), Big O notation humor 01 & 02, Characteristics of a greedy algorithm
General Machine Learning & Deep Learning 🔥🐍
Computer vision Basics, scale image pixels,
Batch Gradient Descent , Simulated Annealing, Sigmoid & Derivative, t-SNE, t-SNE hello world!.
AWS for AI: AWS Basics What is BOTO? Script Mode AWS - Bring your own model, , AWS developer tool - VSCode, Supported frameworks, Train & Serve Models,
GPT history, GPT-3, GPT max_token, Advanced Prompt Engineering, vector database, Langchain, Sam Altman on whether to learn to code,