Data Science & Business Analytics & AI & Machine LearningrouteCareer Aligned Arc

Data Scientist

Formulate advanced mathematical predictors and deep learning networks. Deploy high-availability data infrastructure models and orchestrate ML pipelines on Azure.

scheduleTIMELINE: 11 Months

signal_cellular_altLEVEL: Advanced

menu_bookEXAMS: 4 Capstone Projects

Accrediting Board

verifiedMicrosoft Azure

Next Cohort Launches

calendar_month28th May '26

check_circleActive direct coaching with lead architects

check_circleHands-on server infrastructure labs

check_circlePost-certification placement and matching

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Syllabus Outcomes

doneFormulate custom mathematical predictors using Scikit-Learn and PyTorch.

doneOrchestrate systematic MLOps workflows using Azure ML and MLflow.

doneDeploy high-availability prediction services to AKS with scaling.

donePass the official DP-100: Designing Azure Data Science Solutions exam.

Course Modules

Module 1

Advanced Python & Math

Linear algebra, multivariable calculus, and probability matrices
Statistical hypothesis testing, ANOVA, and regression models

Optimized scientific computing with NumPy and Scipy

Module 2

Machine Learning Engineering

Implementing Scikit-Learn pipelines, ensembles, and clustering
Dimensionality reduction using Principal Component Analysis (PCA)
Feature selection, hyperparameter grid search, and validation

Module 3

Azure Machine Learning Service

Setting up Azure ML workspaces, compute instances, and datasets
Orchestrating automated ML experiments using Azure Designer
Tracking model parameters, metrics, and models using MLflow

Module 4

Deep Learning & MLOps

Neural network design, backpropagation, and loss optimization
Deploying models to Azure Kubernetes Services (AKS) endpoints
Monitoring live inference metrics and data drift distributions

Core Skill Matrix

Azure ML WorkspaceDP-100 PrepMLflow TrackingAKS DeploymentPyTorch ModelingNumPy & SciPy

Study Preparation

auto_storiesAll visual slides and technical blueprint guides included.
terminalAccess to simulated exam networks and sandbox setups.
groupDirect Slack and forums channels with certified alumni.

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