Sundeep Teki
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Index

2/4/2023

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  AI: Leadership & Best Practices
  • How to Automate MLOps? [New]
  • Data Engineer vs Data Scientist 
  • Top 10 MLOps tools 
  • Developing AI/ML Projects for Business - Best Practices     
  • Building AI/ML products [video]                   
  • How to build AI Teams that Deliver?                                                                  
  • Why Corporate AI Projects Fail? Part 1                                   
  • Why Corporate AI Projects Fail? Part 2
  • How to hire Data Science teams?
  • ​​Benefits of FAANG companies for Data Science & ML roles
  • ML Engineer vs Data Scientist
  • Best Practices for Improving Machine Learning Models
  • The Case for Reproducible Data Science
  • Reskilling India for an AI-First Economy

​   AI: Data & Governance
  • Data Preparation Steps for Data Engineers 
  • Why is a Strong Data Culture Important to your Business 
  • How Big Tech Companies Define Business Metrics 
  • What are Best Practices for Data Governance? 
  • Choosing a Data Governance Framework for your Organization
  • Why Data Democratization is important to your business?
  • How to ensure Data Quality through Governance
  • The Metric Layer and how it fits into the Modern Data Stack
  • How to Generate Synthetic Data for Machine Learning Projects​
  • Understanding and Measuring Data Quality
  • Surefire Ways to Identify Data Drift 
  • ​​Data Labeling and Relabeling in Data Science                                                      
  • Data Labeling: The Unsung Hero Combating Data Drift

​  AI: Use cases
  • How to choose the best time series forecasting model?
  • Federated Machine Learning for Healthcare 
  • AI & Web3 
  • What are Fake Reviews? 
  • Knowledge Distillation: Principles, Algorithms & Applications                
  • TLDR: AI for Text Summarization & Generation of TLDRs   
  • Covid or just a Cough? AI for Detecting Covid-19 from Cough Sounds 
  • ​Fact-checking Covid-19 Fake News                                            
  • AI-enabled Conversations with Analytics Tables​

​  Team development
  • How to Manage Stakeholders Effectively?
  • ​Effective Communication between Scientists and Non-scientists
  • How to Improve Retention in Engineering Teams?
  • Team Development Tips for Engineering and Product Leaders
  • Five 5-minute Team-Building Activities for Remote Teams

​Misc
  • When is the right time to migrate to Kubernetes?
  • AWS Redshift Pricing Guide
  • AWS Lambda Pricing and Optimisation Guide​
  • Using Bash to Read Files
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​© 2023 | SUNDEEP TEKI
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