Index

  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