– Orchestration and ML pipelines This includes converting ML code in modular components to create a connected pipeline for smother deployment and maintenance Pipelines also enable automated training and deployment for the MLOps lifecycle
@avikumart_
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Deploying AI Model Pipelines on Cloud Platforms
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– Deployment Deploying the model pipeline on cloud-based platforms like AWS, GCP, etc.
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ML Model Lifecycle: Experiment Tracking and Deployment
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1/ Course overview (Life cycle of ML models) – ML modeling and Experiment tracking:
This includes ML model training and trekking each and every experiment to compare different models & deploy best model
tracking includes model parameters, accuracy measures, & model versioning -
MLOps Zoomcamp Week 1: Introduction and Maturity Model
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Here's an update from week 1 of MLOps Zoomcamp by @DataTalksClub This week was about introduction to MLOps, setting up an environment, and the MLOps maturity model. A thread
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Data Science ML AI Analytics Learning Resources Thread
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End of this thread! If you are looking to learn more about
Data Science
ML/DL/AI
Analytics
Math & Statistics
Resources
MLOps Then, Don't forget to follow me at @avikumart_ for upcoming posts -
Data Science Certifications to Land Jobs in Data Industry
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7) Data sciecne certifications you should consider to land a job in the data industry https://
medium.com/@avikumart_/wh
y-which-data-science-certificates-you-should-consider-to-excel-in-your-data-career-8f1d036c288c
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Complete End-to-End Data Science Roadmap
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6) Data science roadmap Complete end-to-end data science roadmap
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Time-Series Analysis Techniques for Data Analysts
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4) Time-series analyst techniques for data analysts https://
medium.com/@avikumart_/mu
st-know-time-series-analysis-techniques-as-a-data-analyst-becb3b203d45
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NLP Fundamentals: Tokenization, Lemmatization, NER and POS Tagging
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5) Fundamentals of NLP NLP basics like tokenization, stemming, lemmatization, NER, POS tagging etc https://
medium.com/@avikumart_/th
e-fundamentals-of-natural-language-processing-a-beginners-guide-5b2a0671c998
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