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πŸ€– Finally Roadmap to MLOps or AIOps (On-demand)

Rohit Ghumare
2 min readOct 31, 2020

πŸ‘Ύ Start with learning Versioning tools and SCM tools:
πŸ‘‰ git/Github
πŸ‘‰ CVS and SVN (Optional)

✍️ Learn some necessary core machine learning algorithms:

  • Linear Regression
  • Logistic regression
  • KNN Classification
  • Support Vector Machine (SVM)
  • Decision Trees
  • Random Forest
  • Artificial Neural Network
  • Convolutional Neural Network
  • K-means Clustering
  • Naive Bayes theorem
  • Recurrent Neural Networks (RNN)

πŸ‘€ Tip: Make your Maths base strong

πŸ‘” Learn CI/CD tools:
πŸ‘‰ Gitlab/Bitbucket
πŸ‘‰ Jenkins
πŸ‘‰ Github Actions
πŸ‘‰ Prometheus and Grafana(For Advance)
πŸ‘‰ ELK Stack(For Advance)

πŸ“Œ Learn Cloud and DevOps automation Tools:
πŸ‘‰ Docker
πŸ‘‰ Kubernetes
πŸ‘‰ Amazon AWS/ GCP/ AZURE/ Openstack
πŸ‘‰ Rancher
πŸ‘‰ Kubeflow/Airflow
πŸ‘‰ Terraform/Ansible

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