Learning paths

1. CDAP Certified Data Analyst Professional
2. → CPDAP Certified Python Data Analyst Professional
3. → CBAAP Certified Business Analysis & Analytics Professional

Milestone Advance after 3 dashboard / reporting projects

1. CDSP Certified Data Scientist Professional
2. → CDSE Certified Data Scientist Expert (Advanced)
3. → CMOE Certified MLOps Engineer

Milestone After 3 end-to-end ML projects

1. CDSP Certified Data Scientist Professional
2. → DLM Deep Learning Masterclass

1. CAIEP Certified AI Engineer Professional

Milestone Full-stack AI; entry by background

1. CDSP Certified Data Scientist Professional
2. → DLM Deep Learning Masterclass
3. → CGAIP Certified Generative AI Professional

Milestone After 3 deep-learning projects

1. CDSP Certified Data Scientist Professional
2. → TKitM ToolKit.AI Masterclass

1. CDSP Certified Data Scientist Professional
2. → CDSE Certified Data Scientist Expert (Advanced)
3. → DLM Deep Learning Masterclass
4. → RSM Recommendation Systems Masterclass

1. CDSP Certified Data Scientist Professional
2. → CDSE Certified Data Scientist Expert (Advanced)
3. → DLM Deep Learning Masterclass
4. → TSM Time Series Masterclass

1. CDSP Certified Data Scientist Professional
2. → DLM Deep Learning Masterclass
3. → CGAIP Certified Generative AI Professional
4. → CCVCM Classic CV Masterclass
5. → RLM Reinforcement Learning Masterclass

Milestone After 2 image-recognition apps

1. CDSP Certified Data Scientist Professional
2. → DLM Deep Learning Masterclass
3. → CGAIP Certified Generative AI Professional
4. → CNLPCM Classic NLP Masterclass

1. CRPAP Certified RPA Practitioner
2. ⇄ CNWAE Certified n8n Workflow Automation Engineer

Milestone Take the other to master both paths

1. CDEP Certified Data Engineer Professional

1. CBDP Certified Big Data Professional

1. CCCEP Certified Cloud Computing Engineer Professional

1. CVAED Certified Vibe & AI Experience Developer