Run prompts locally - lmstudio

• Download https://lmstudio.ai/
• Download mistral model
• Run Prompts Locally

My quick ref tutorial I looked up - Link

Keep Exploring!!!

Figma - Lessons we can learn on Usage / Adoption / ML Lens

How to use user signup data

• Email, name, and role
• Data shows us how the product is used, and includes metadata about how the platform is accessed
• Features our users are using
• Features like invite other users into their file, to manage file permissions, and to publish their work
• Primary drivers for crashes to improvements incremental frame loading and image sampling for prototypes

How to know user engagement

• Funnel with all users at the top
• Encourage users to interact with notifications
• User behavior at scale
• Those on personal accounts, designers on team accounts were opening 80% of the comment notifications

Data Science Perspectives

• Significant lift in all users leaving comments, and this increase was especially pronounced for non-designers
• Data also indicated a more dynamic collaboration process

Link1, Link2, Link3

Keep Exploring!!!

Analysis - Theoretical Evaluating SalesForce Einstein

Consulting always surprises people, perspectives, and opinions. 

Ref - Link

Salesforce product has some good inspirations

• Low code / No code
• Prechecks of data sufficiency
• Explainable AI
• NLP offerings

Segment / Select and work

Data checker for data 

Explainable AI

NER Support

• DATETIME
• DURATION
• EMAIL
• LOCATION
• MONEY
• NUMBER
• ORGANIZATION
• PERCENT
• PERSON
• PHONE-NUMBER
• URL

Integration with Big query - BigQuery data to Salesforce

Integration with Big query - BigQuery data to Salesforce

• Automate Data Transfer from BigQuery to Salesforce Using Airflow
• Connect to Salesforce
• Run the query, Send Data from BigQuery to Salesforce 
• Insert the return object to SF - sf.bulk.Contact.upsert

Clustering approach link

More Reads

• Third Party API 
• Salesforce Einstein Replication to Google BigQuery -  jobs to manage the replication of your Salesforce Einstein data to Google BigQuery
• SF to BQ - Change data capture - Apex Trigger to store data on every order record change into BigQuery
• 6 Steps to Integrating Google BigQuery with Salesforce Einstein Analytics
• Get Started with Einstein Recommendation Builder
• Einstein Recommendation Builder
• Considerations for Setting Up Einstein Recommendation Builder
• Video Walkthru

Keep Exploring!!!

NLP Tools

Open-source tool for data-centric NLP. Argilla helps domain experts and data teams to build better NLP datasets in less time. = 

Haystack is an open source NLP framework that leverages pre-trained Transformer models.

VidGear is a High-Performance Video Processing Python Library that provides an easy-to-use, highly extensible, thoroughly optimised Multi-Threaded + Asyncio API Framework

Lightly is a computer vision framework for self-supervised learning.

An image hashing library written in Python

Deepface is a lightweight face recognition and facial attribute analysis (age, gender, emotion and race) framework for python.

PaddleSeg is an end-to-end high-efficent development toolkit for image segmentation based on PaddlePaddle

Best-of Machine Learning with Python

Keep Exploring!!!

How to get download your favorite video, audio from youtube

1. Download from youtube using python - youtube-dl package
2. Clip a portion of video - vlc advanced editor. Steps - link, C:\Users\username\Videos
3. Convert video to audio - ffmpeg

ffmpeg -i sample.avi -q:a 0 -map a sample.mp3

Steps - link

Keep Checking!!!

Python coding review tools - Docker, Kubernetes

Good read on code quality Tools - Link

Picked and checked on below tools for example project

• Bandit - security issues
• Pylint - coding standard 
• pycodestyle - code style 

Download Project - Link

Result #1

Result #2

Result #3

This CI / CD 8th Lab video  was motivational to explore these tools. Need to re-read this session again.

Tool Links

pylint

bandit

pycodestyle

code - link

Todo List

Good Reads

• Exploring Shap - Link1, Link2
• Python Best Practices for a New Project in 2021 - Link1
• ML-Ops_ModelDeployment_k8s - Link1

Keep Exploring!!!

winscp - File Copy Linux to Windows

This tool was handy to copy file from Linux to Windows machines.

• Import Putty sessions while installation
• Drag and Drop for file copy

Download from link
One-Click copy tool

Remote Desktop from Windows to Ubuntu link

Happy Learning!!!