anonchegApr 20
Title: P0: I finished β€œBest practices” section of MLOps course [2024-07-08 Mon]
cat <<"EOF" >/tmp/post
where I learned about
- LocalStack tool for testing AWS application
- linting and formatting
- pre-commit hook for git
- Terracfor for CI/CD
😢 #dailyreport #mlopszoomcamp
anonchegApr 20
Title: P3: Monitoring section of MLOps course, Emacs navigation [2024-06-23 Sun]
I decided not to reject job interviews for getting all
questions that they prepared, because they are
raising me. 😈 #dailyreport #mlopszoomcamp #emacs #keyboard #keys #mlops
anonchegApr 20

Title: P2: Monitoring section of MLOps course, Emacs navigation [2024-06-23 Sun]
- C-c p 'org-backward-heading-same-level - was C-c C-b
- C-c n 'org-forward-heading-same-level - was C-c C-f
by default:
- C-c C-p up heading ignore level
- C-c C-n down heading ignore level
- C-c C-u to upper heading.

There is very cool variable "split-width-threshold" πŸ˜‰
that regulate how to split window horizontally or
vertically.
---------- #dailyreport #mlopszoomcamp #emacs #keyboard #keys #mlops

anonchegApr 20

Title: P1: Monitoring section of MLOps course, Emacs navigation [2024-06-23 Sun]
I like zoomcamp course because it is absolutely basic and
short. That is why I always looking for additional
information on topic.

**In Emacs**:
I rebinded "new line keys": ⌨
- C-j C-m - move cursor to the new line: without
indentation, with indentation
- M-j M-m stay cursor at current line

In Org I rebinded keys for header navigation: πŸ’… #dailyreport #mlopszoomcamp #emacs #keyboard #keys #mlops

anonchegApr 20

Title: P0: Monitoring section of MLOps course, Emacs navigation [2024-06-23 Sun]
I finished section 🦾

I learned about metrics and the best practices ✭ to build
model monitoring and terms:
- concept drift - change in real-world patterns, lead to
model degrade
- data drift - shift in input data distributions.
- Prediction drift
- Embedding drift https://www.evidentlyai.com/blog/embedding-drift-detection #dailyreport #mlopszoomcamp #emacs #keyboard #keys #mlops

5 methods to detect drift in ML embeddings

Monitoring embedding drift is relevant for the production use of LLM and NLP models. We ran experiments to compare 5 drift detection methods. Here is what we found.

anonchegApr 20
Title: P1: ML pipeline orchistration tools [2024-06-20 Thu]
but don't have much time for that.
1. huggingface first
2. Tensorflow agents
3. Gymnasium
4. OpenSpiel
5. Tianshou
😢 #dailyreport #mlopszoomcamp #mlops #mlpipeline #mlmage
anonchegApr 20

Title: P0: ML pipeline orchistration tools [2024-06-20 Thu]
I have been reading about ML pipeline orchistration tools,
especially "Mage" πŸ§™, interesting that Apache Airflow is
most popular for that still.

I have been reading about Ansible vs Terraform ⃀ -
infrastructure configuration and orchistration tools.

I got Reinforcement Learning ☒ task for job and a bunch of
RL books before 2022. I want to study RL and have a plan #dailyreport #mlopszoomcamp #mlops #mlpipeline #mlmage

anonchegApr 20
Title: P1: I finished "Deployment" section of course [2024-06-17 Sun]
I also found some time to spend outside. ^Ο‰^ #dailyreport #python #mlopszoomcamp
anonchegApr 20

Title: P0: I finished "Deployment" section of course [2024-06-17 Sun]
θ ‘
MLOps zoomcamp free course. ⌨

It was boring 🍦 because AWS Kinesis/SQS + AWS Lambda was
used. But I learned "pipenv" tool for Python project
dependencies management and more about Mlflow.

I updated my small script (replace depricated libraries)
that just add hashes to requirements.txt

Offtopic ☿: Beans is very good for your skin and weight, that is how I
germinate it. #dailyreport #python #mlopszoomcamp

anonchegApr 20
Title: P1: MLOps course, MLFlow [2024-05-29 Wed]
And I wrote code that enhance ⚑️ word-capitalize ⚑️
command to capitalize first letter of current line and
current word.
😢 #dailyreport #mlopszoomcamp #zoomcamp #emacs #ml #mlops