Azure Data Scientist Associate

5 Courses · 165 Lessons
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C1 Create Machine Learning Models in Azure 28 lessons

M1 Machine Learning Fundamentals 7
1Machine Learning Kya Hai▸ 2ML Workflow▸ 3Features aur Labels▸ 4ML Algorithms Overview▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M2 Regression Models in Azure 7
1Regression kya hai▸ 2Advanced Regression Techniques▸ 3Azure ML Designer me Regression▸ 4Regression Evaluation Metrics▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M3 Classification Models 7
1Classification kya hai▸ 2Classification Algorithms▸ 3Classification Me Azure ML▸ 4Classification Evaluation Metrics▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M4 Clustering and Unsupervised Learning 7
1Unsupervised Learning Overview▸ 2KMeans Clustering▸ 3Beyond KMeans▸ 4Practical Clustering Projects▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸

C2 Azure Machine Learning for Data Scientists 28 lessons

M1 Azure Machine Learning Workspace 7
1Azure ML Workspace Overview▸ 2Compute Resources▸ 3Datastores aur Datasets▸ 4Environment aur Configuration▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M2 Experiments and Runs 7
1Experiments kya hain▸ 2Python SDK se Training▸ 3Distributed Training▸ 4Experiment Best Practices▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M3 Automated Machine Learning 7
1AutoML kya hai▸ 2AutoML Configuration▸ 3AutoML Results Analysis▸ 4Advanced AutoML Features▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M4 ML Pipelines and Workflows 7
1ML Pipelines Overview▸ 2Pipeline Components▸ 3Pipeline Scheduling aur Triggers▸ 4Pipeline Best Practices▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸

C3 Build and Operate ML Solutions with Azure 28 lessons

M1 Model Registration and Deployment 7
1Model Registry▸ 2Deployment Options▸ 3Scoring Script aur Environment▸ 4Endpoint Management▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M2 RealTime and Batch Inference 7
1RealTime Inference▸ 2Batch Inference▸ 3Inference Optimization▸ 4Edge Deployment▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M3 MLOps and Model Monitoring 7
1MLOps Fundamentals▸ 2Azure DevOps aur GitHub Actions▸ 3Model Monitoring▸ 4Retraining Strategies▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M4 Responsible AI in Azure 7
1Responsible AI Principles▸ 2Azure Responsible AI Dashboard▸ 3Model Explainability▸ 4Fairness aur Bias Mitigation▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸

C4 Perform Data Science with Azure Databricks 28 lessons

M1 Introduction to Azure Databricks 7
1Azure Databricks Overview▸ 2Databricks Workspace Setup▸ 3Databricks Architecture▸ 4Integration with Azure Services▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M2 Apache Spark Fundamentals 7
1Apache Spark kya hai▸ 2PySpark Basics▸ 3Data Transformations▸ 4Spark Performance Optimization▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M3 Data Science with Databricks Notebooks 7
1Databricks Notebooks▸ 2ML with Spark MLlib▸ 3MLflow on Databricks▸ 4Advanced Notebook Features▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M4 Collaborative Data Science Workflows 7
1Team Collaboration▸ 2Databricks Workflows▸ 3Delta Lake for Data Science▸ 4EndtoEnd Project Workflow▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸

C5 DP100 Exam Preparation and Practice 28 lessons

M1 DP100 Exam Overview and Domains 7
1DP100 Exam Structure▸ 2Domain 1 Design aur Prepare ML Solution▸ 3Domain 2 Explore Data aur Train Models▸ 4Domain 3 Prepare aur Deploy Models▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M2 Practice Questions ML and Azure ML 7
1ML Concepts Questions▸ 2Azure ML Workspace Questions▸ 3AutoML aur Pipeline Questions▸ 4ScenarioBased Questions▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M3 Practice Questions Deployment and MLOps 7
1Model Deployment Questions▸ 2MLOps Questions▸ 3Responsible AI Questions▸ 4Monitoring aur Optimization Questions▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸
M4 Final Review and Exam Strategies 7
1DomainWise Review▸ 2HighFrequency Topics▸ 3Exam Taking Strategies▸ 4PostExam aur Career Growth▸ 5Module Review▸ 6T Final Module Assessment▸ 7T1 Mid Module Quiz▸