Technical, business-oriented, or creative — follow a titled career path. Each step is a certification; the milestone marks the project work that signals readiness to advance.
Certified Data Analyst Professional
Outline: Excel · Power BI · Tableau · Looker · MySQL
For: Newcomers to analytics · business & ops staff who need dashboards and reporting.
Start here — no prerequisite.Next: CPDAP → CBAAP.
Certified Python Data Analyst Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · deployment
For: Analysts ready to automate and scale their work with Python, beyond spreadsheets.
Builds onCDAP.Next: CBAAP.
Certified Business Analysis & Analytics Professional
Outline: Business strategy · KPI & ROI modeling · requirements/process analysis · decision-making · exec communication
For: Business analysts and product/strategy roles turning data into decisions.
Builds onCPDAP.
Certified Data Scientist Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · ML · deployment
For: Aspiring data scientists who want to build machine learning end-to-end.
Start here — no prerequisite.Next: APTP → CDSE → CMOE.
CDSP Applied Professional Training Program · optional
Outline: Post-CDSP applied phase · 4–5 real corporate Data Science projects · full pipeline (EDA → ML → deployment) · teamwork & client delivery
Builds onCDSP.Next: CDSE → CMOE.
Certified Data Scientist Expert (Advanced)
Outline: Advanced Python & OOP · web scraping · big data & DASK · advanced ML & deployment
For: Working data scientists going advanced — big data, OOP, and deployment.
Builds onAPTP.Next: CMOE.
Certified MLOps Engineer
Outline: MLOps lifecycle · Docker · API deploy · Kubernetes · CI/CD · MLflow · serving · monitoring
For: Engineers who operationalize, deploy, and monitor ML at scale (MLOps).
Builds onCDSE.
Certified Data Scientist Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · ML · deployment
For: Aspiring data scientists who want to build machine learning end-to-end.
Start here — no prerequisite.Next: DLM.
Deep Learning Masterclass
Outline: ANNs · CNNs · NLP · RNNs
For: Those with ML basics stepping into neural networks and deep learning.
Builds onCDSP.
Certified AI Engineer Professional
Outline: Full data science + deep learning (ANNs/CNNs/NLP/RNNs) + deployment
For: Engineers building full-stack, production AI systems.
Start here — no prerequisite.
Certified Data Scientist Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · ML · deployment
For: Aspiring data scientists who want to build machine learning end-to-end.
Start here — no prerequisite.Next: DLM → CGAIP.
Deep Learning Masterclass
Outline: ANNs · CNNs · NLP · RNNs
For: Those with ML basics stepping into neural networks and deep learning.
Builds onCDSP.Next: CGAIP.
Certified Generative AI Professional
Outline: Gen AI & LLM architectures · LangChain · agents · Ollama · RAG · multi-agent · Gradio
For: Practitioners building with LLMs and generative AI.
Builds onDLM.
Certified Data Scientist Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · ML · deployment
For: Aspiring data scientists who want to build machine learning end-to-end.
Start here — no prerequisite.Next: TKitM.
ToolKit.AI Masterclass
Outline: ChatGPT for build/debug · SQL optimization · scraping scripts
For: Practitioners mastering the modern AI tool stack for everyday work.
Builds onCDSP.
Certified Data Scientist Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · ML · deployment
For: Aspiring data scientists who want to build machine learning end-to-end.
Start here — no prerequisite.Next: CDSE → DLM → RSM.
Certified Data Scientist Expert (Advanced)
Outline: Advanced Python & OOP · web scraping · big data & DASK · advanced ML & deployment
For: Working data scientists going advanced — big data, OOP, and deployment.
Builds onCDSP.Next: DLM → RSM.
Deep Learning Masterclass
Outline: ANNs · CNNs · NLP · RNNs
For: Those with ML basics stepping into neural networks and deep learning.
Builds onCDSE.Next: RSM.
Recommendation Systems Masterclass
Outline: Collaborative filtering · matrix factorization · Keras · autoencoders · similarity
For: Engineers building recommendation systems for products and content.
Builds onDLM.
Certified Data Scientist Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · ML · deployment
For: Aspiring data scientists who want to build machine learning end-to-end.
Start here — no prerequisite.Next: CDSE → DLM → TSM.
Certified Data Scientist Expert (Advanced)
Outline: Advanced Python & OOP · web scraping · big data & DASK · advanced ML & deployment
For: Working data scientists going advanced — big data, OOP, and deployment.
Builds onCDSP.Next: DLM → TSM.
Deep Learning Masterclass
Outline: ANNs · CNNs · NLP · RNNs
For: Those with ML basics stepping into neural networks and deep learning.
Builds onCDSE.Next: TSM.
Time Series Masterclass
Outline: ARIMA · exponential smoothing · ML forecasting · anomaly · multivariate
For: Analysts and scientists forecasting time-series and demand.
Builds onDLM.
Certified Data Scientist Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · ML · deployment
For: Aspiring data scientists who want to build machine learning end-to-end.
Start here — no prerequisite.Next: DLM → CGAIP → CCVCM → RLM.
Deep Learning Masterclass
Outline: ANNs · CNNs · NLP · RNNs
For: Those with ML basics stepping into neural networks and deep learning.
Builds onCDSP.Next: CGAIP → CCVCM → RLM.
Certified Generative AI Professional
Outline: Gen AI & LLM architectures · LangChain · agents · Ollama · RAG · multi-agent · Gradio
For: Practitioners building with LLMs and generative AI.
Builds onDLM.Next: CCVCM → RLM.
Classic CV Masterclass
Outline: OpenCV · image processing · detection/segmentation · YOLO · GANs · Siamese nets
For: Learners entering classic computer vision and image analysis.
Builds onCGAIP.Next: RLM.
Reinforcement Learning Masterclass
Outline: MDP · Q-learning · DQN · OpenAI Gym · CARLA · self-driving
For: Learners exploring reinforcement learning and decision agents.
Builds onCCVCM.
Certified Data Scientist Professional
Outline: Python · MySQL · EDA · visualization · preprocessing · ML · deployment
For: Aspiring data scientists who want to build machine learning end-to-end.
Start here — no prerequisite.Next: DLM → CGAIP → CNLPCM.
Deep Learning Masterclass
Outline: ANNs · CNNs · NLP · RNNs
For: Those with ML basics stepping into neural networks and deep learning.
Builds onCDSP.Next: CGAIP → CNLPCM.
Certified Generative AI Professional
Outline: Gen AI & LLM architectures · LangChain · agents · Ollama · RAG · multi-agent · Gradio
For: Practitioners building with LLMs and generative AI.
Builds onDLM.Next: CNLPCM.
Classic NLP Masterclass
Outline: Text cleaning · regex · TF-IDF · POS · NER · topic modeling · classification
For: Learners entering classic natural-language processing.
Builds onCGAIP.
Certified RPA Practitioner
Outline: UiPath · variables/control flow · Excel/email/PDF/UI automation · Orchestrator · ReFramework
For: Automation practitioners building robotic process automation (RPA).
Start here — no prerequisite.Next: CNWAE.
Certified n8n Workflow Automation Engineer
Outline: n8n triggers/nodes · email · forms & AI · CRM · JSON & APIs · deployment
For: Builders automating real workflows visually with n8n.
Builds onCRPAP.
Certified Data Engineer Professional
Outline: Python · SQL · Pandas · MongoDB · Airflow · BigQuery · ETL · PubSub · Beam · Spark
For: Engineers building data pipelines, warehouses, and platforms.
Start here — no prerequisite.
Certified Big Data Professional
Outline: Linux · Hadoop/HDFS · Spark/SparkML/Streaming · Kafka · Hive · Sqoop · Cassandra
For: Engineers working with big-data platforms and distributed processing.
Start here — no prerequisite.
Certified Cloud Computing Engineer Professional
Outline: Cloud basics · IAM · compute/storage/networking · security · DevOps · IaC · multi-cloud
For: Engineers deploying and scaling systems on the cloud.
Start here — no prerequisite.
Certified Vibe & AI Experience Developer
Outline: AI-assisted HTML/CSS/Tailwind · GSAP · JS · React · Framer Motion · P5.js · Supabase · ChatGPT APIs
For: Developers crafting AI-powered product experiences.
Start here — no prerequisite.
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Business, leadership & sectors
Non-technical tracks for teams and leaders applying AI across the organization — plus sector-specific AI programs.
10 programs
Apply AI across your function — marketing, HR, finance, operations — plus business-focused certifications.
5 programs
Set enterprise AI strategy and lead organization-wide transformation.
7 programs
Applied AI training tailored to your industry — from construction to banking, healthcare, and retail.
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