| Building and LLM From the Ground Up: A 3hr Coding Workshop |
Machine Learning |
Course |
|
2024-09-08 |
2024-08-08 |
Done |
Sebastian Raschka Course |
https://www.youtube.com/watch?v=quh7z1q7-uc |
| Essentialism |
|
Book |
|
2027-08-16 |
2024-08-26 |
Done |
Essential Intent, the power of pushing in one direction |
|
| Indistractable |
|
Book |
|
2027-08-01 |
2024-08-15 |
Done |
Good ideas for cultivating focus |
|
| OpenAI Assistants API Course |
Machine Learning |
Course |
|
2024-07-04 |
2024-07-06 |
Done |
Free Code Camp course |
https://www.freecodecamp.org/news/create-ai-assistants-with-openais-assistants-api/ |
| The Phoenix Project |
Product Management |
Book |
|
2024-06-30 |
2024-07-01 |
Done |
Finished for the second time |
|
| What we've learned from a year of building with LLMs |
Machine Learning |
Article |
✨ |
2024-06-18 |
2024-06-18 |
Done |
Best article on building with LLMs so far |
https://applied-llms.org/ |
| Intro to Large Language Models LLM |
Machine Learning |
Video |
|
2024-03-22 |
2024-03-22 |
To Do |
|
https://www.youtube.com/watch?v=zjkBMFhNj_g |
| Blog Scraper App |
Machine Learning |
Project |
|
2023-12-15 |
2024-02-10 |
Done |
|
|
| Langchain Course |
Machine Learning |
Course |
|
2024-02-15 |
2024-02-15 |
Done |
Deeplearning.AI Course |
https://www.freecodecamp.org/news/learn-langchain-and-gen-ai-by-building-6-projects/ |
| Ten Noteworthy AI Research Papers of 2023 |
Machine Learning |
Article |
|
2024-03-02 |
2024-03-02 |
Done |
|
https://magazine.sebastianraschka.com/p/10-ai-research-papers-2023 |
| Agentic RAG Course |
Machine Learning |
Course |
|
2024-01-15 |
2024-01-15 |
Done |
Deeplearning.AI Course |
https://learn.deeplearning.ai/courses/building-agentic-rag-with-llamaindex/lesson/1/introduction |
| LLM Patterns |
Machine Learning |
Article |
|
2024-01-08 |
2024-01-08 |
Done |
|
https://eugeneyan.com/writing/llm-patterns/ |
| Leaders Eat Last |
Business Strategy and Leadership |
Book |
|
2023-11-15 |
2023-12-13 |
Done |
by Simon Sinek |
|
| AI for Product Managers |
Product Management |
Course |
|
2023-11-15 |
2023-12-12 |
Done |
Github |
https://www.productledcertified.com/ai-for-product-management |
| Building and Evaluating Advanced RAG Applications |
Machine Learning |
Course |
|
2023-12-14 |
2023-12-14 |
Done |
|
https://learn.deeplearning.ai/building-evaluating-advanced-rag/ |
| Huggingface Course |
Machine Learning |
Course |
|
2023-11-13 |
2023-11-17 |
Done |
Github |
https://huggingface.co/course/chapter1 |
| Quality and Safety for LLM Applications |
Machine Learning |
Course |
|
2023-12-04 |
2023-12-05 |
Done |
|
https://www.deeplearning.ai/short-courses/quality-safety-llm-applications/ |
| Prompt Engineering |
Machine Learning |
Article |
|
2023-11-14 |
2023-11-14 |
Done |
Github |
https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/ |
| A Hacker's Guide to Language Models |
Machine Learning |
Video |
|
2023-11-11 |
2023-11-12 |
Done |
Comes with Jupyter notebook |
https://www.youtube.com/watch?v=jkrNMKz9pWU |
| Structure and Interpretation of Computer Programs |
Software Engineering |
Book |
✨ |
2022-01-20 |
2022-12-17 |
Done |
Part of the Teach Yourself CS Curriculum;Chapters 1-3, using Brian Harvey's Lectures |
https://sarabander.github.io/sicp/html/index.xhtml |
| Escaping the Build Trap |
Product Management |
Book |
✨ |
2022-03-26 |
2022-04-26 |
Done |
Canonical product text; tons of great ideas, but not the most clearly organized book |
https://melissaperri.com/book |
| Outcomes Over Output |
Product Management |
Book |
✨ |
2022-03-20 |
2022-03-25 |
Done |
Canonical product text; super clear and practical |
https://www.senseandrespondpress.com/managing-outcomes |
| Learning Map CLI |
Software Engineering |
Project |
|
2021-12-23 |
2022-01-22 |
Done |
Based on a Real Python tutorial, adapted to my learning map |
https://github.com/jeremymiller00/learningmap-cli |
| Prediction Machines |
Product Management |
Book |
|
2021-12-13 |
2021-12-26 |
Done |
Book by Agrawal, Gans, and Goldfarb; ML from and Economics perspective |
|
| Inspired: How to Create Tech Products that Customers Love |
Product Management |
Book |
✨ |
2021-11-20 |
2021-12-12 |
Done |
Book by Marty Cagan |
|
| AWS Solutions Architect |
Software Engineering |
Course |
|
2020-06-01 |
2021-12-12 |
Done |
Good reference resource |
Udemy |
| Streamlit Cloud |
Machine Learning |
Tutorial |
|
2021-12-01 |
2021-12-10 |
Done |
Free hosting of streamlit apps |
https://streamlit.io/cloud |
| CS50x |
Software Engineering |
Course |
|
2021-09-01 |
2021-11-05 |
Done |
Great course; even though there was many things I already knew the framing and filling of gaps was valuable |
|
| A Huge Value Add for Data Scientists |
Product Management |
Article |
✨ |
2021-11-01 |
2021-11-01 |
Done |
Great article about product mindset for data science |
https://ericdataproduct.substack.com/p/a-huge-value-add-for-data-scientists |
| 20 Things Ive Learned in My 20 Years as a Software Engineer |
Software Engineering |
Article |
✨ |
2021-10-19 |
2021-10-19 |
Done |
Excellent article full of wisdom |
https://www.simplethread.com/20-things-ive-learned-in-my-20-years-as-a-software-engineer |
| A Gentle Introduction to ML Ops |
Machine Learning |
Article |
✨ |
2021-09-30 |
2021-09-30 |
Done |
Great clear article for ML Ops basics |
https://towardsdatascience.com/a-gentle-introduction-to-mlops-7d64a3e890ff |
| Teach Yourself Programming in 10 Years |
Software Engineering |
Article |
✨ |
2021-09-01 |
2021-09-01 |
Done |
Great article for building perspective |
https://norvig.com/21-days.html |
| Computer Science Distilled |
Software Engineering |
Book |
|
2021-06-01 |
2021-08-01 |
Done |
Great book for viewing core computer science topics through a slightly different lens |
|
| Machine Learning Engineering |
Software Engineering |
Book |
|
2021-03-25 |
2021-07-12 |
Done |
By Andriy Burkov |
|
| Java Spring Boot Master Class |
Software Engineering |
Course |
|
2021-02-11 |
2021-05-05 |
Done |
|
Udemy |
| The Signal and the Noise |
Machine Learning |
Book |
✨ |
2021-02-03 |
2021-04-22 |
Done |
By Nate Silver Excellent book though opinionated at times |
|
| Machine Learning for Social Impact |
Product Management |
Article |
✨ |
2021-01-03 |
2021-01-03 |
Done |
Great article for framing uses of machine learning |
https://www.drivendata.co/blog/intro-to-machine-learning-social-impact |
| Spring Master Class |
Software Engineering |
Course |
|
2020-09-05 |
2020-11-07 |
Done |
Good course |
Udemy Learn Programming |
| Competing in the Age of AI |
Product Management |
Book |
|
2021-09-28 |
2020-10-30 |
Done |
By Iansiti and Lakhani Good book but somewhat repetitive |
|
| Amigoscode Springboot Intro Course |
Software Engineering |
Course |
|
2020-07-12 |
2020-08-10 |
Done |
Good course |
|
| Spark: The Definitive Guide |
Machine Learning |
Book |
|
2019-12-06 |
2020-07-24 |
Done |
Great book essential Spark reference |
|
| Python for Data Structures and Algorithms |
Software Engineering |
Tutorial |
|
2020-06-05 |
2021-02-11 |
Done |
|
Udemy |
| Deeplearning.AI NLP Specialization |
Machine Learning |
Course |
|
2019-11-14 |
2020-05-30 |
Done |
Good courses but toy probems |
Coursera |
| Elements of Statistical Learning |
Machine Learning |
Book |
✨ |
2019-11-19 |
2020-07-09 |
Done |
Excellent book |
|
| Automating Inequality |
Machine Learning |
Book |
|
2019-09-27 |
2019-11-15 |
Done |
By Virginia Eubanks Good book |
|
| Think Stats |
Machine Learning |
Book |
|
2019-07-03 |
2019-09-27 |
Done |
Allen Downy Good book for basic stats |
|
| Learning Scala |
Software Engineering |
Book |
|
2019-4-22 |
2019-09-25 |
Done |
|
|
| Everybody Lies |
Machine Learning |
Book |
✨ |
2019-07-08 |
2019-09-22 |
Done |
By Seth Stevens-Davidowitz Excellent book |
|
| Doing Data Science |
Machine Learning |
Book |
|
2019-04-04 |
2019-06-13 |
Done |
Great beginner book |
|
| Weapons of Math Destruction |
Machine Learning |
Book |
✨ |
2019-06-11 |
2019-07-07 |
Done |
By Cathy O'Neill Excellent book |
|
| Introduction to Statistical Learning |
Machine Learning |
Book |
✨ |
2018-05-21 |
2019-03-01 |
Done |
Excellent book |
|