Microsoft Guaranteed-to-Run

Deep Learning Specialization Intermediate

The Microsoft Deep Learning Specialization equips data scientists and AI engineers with advanced skills to design and deploy scalable deep learning models on Azure, solving the critical industry gap where 70% of enterprises struggle to move AI projects beyond proof-of-concept. Through hands-on training in neural networks, CNNs, and sequence models, learners gain proficiency in Azure AI services and model optimization, directly addressing the demand for certified professionals as Azure AI job postings grew 40% last year.

This course prepares learners for the Microsoft Certified: Azure AI Cloud Developer Associate (AI-200) exam, with Koenig’s Guaranteed-to-Run scheduling and official Microsoft courseware. Train with MCT-certified instructors and gain 30-day lab access to master containerized AI solutions, boosting readiness for high-impact roles in generative AI and machine learning operations.

4 Hours (1 Days)
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Course Overview

The Microsoft Azure Administrator AZ-104 training program is a comprehensive course designed for IT professionals seeking to master cloud infrastructure management. This training focuses on core Azure administration concepts, including managing Azure identities, governance, storage, compute, and virtual networking. By mastering these essential skills, learners gain the expertise required to manage cloud resources effectively within the Azure environment. This course is ideal for those preparing for the Microsoft Certified Azure Administrator Associate credential, providing the practical knowledge necessary to implement, monitor, and maintain secure and scalable cloud solutions for modern enterprise organizations.

Students engage with key Microsoft technologies such as Azure Virtual Machines, Azure Storage Accounts, Virtual Networks, and Azure Active Directory within a cloud-based lab environment accessible via the Azure Portal. The hands-on components guide learners through configuring network security groups, managing role-based access control, and deploying virtual machine scale sets. These practical sessions simulate real-world scenarios, ensuring proficiency in managing the underlying infrastructure that supports complex applications. This training aligns with the official DP-100 and AZ-104 curriculum, ensuring that all technical exercises are grounded in verified Microsoft standards for cloud administration and data science solution implementation.

This course prepares learners for the Microsoft Certified Azure Administrator Associate certification, a globally recognized credential that validates expertise in managing Azure subscriptions and resources. Professionals with Azure certifications report significant career growth, as cloud administration skills remain in high demand across global industries. Koenig Solutions enhances this learning journey with its Guaranteed-to-Run promise, ensuring every scheduled batch runs regardless of enrollment size, along with official Microsoft courseware and expert MCT-certified instructors. Upon completion, graduates are positioned to advance into senior cloud roles, driving operational excellence and infrastructure innovation across diverse business environments.

What You'll Learn

Design deep neural networks using Azure Machine Learning to build scalable AI solutions achieving 95% inference accuracy
Implement convolutional neural networks for image classification using PyTorch on Azure to improve classification precision by 15%
Train deep learning models with PyTorch on Azure Machine Learning to reduce development cycles by 30%
Evaluate deep learning model performance on Azure to ensure 99.9% reliability and reduce inference latency by 20%
Apply transfer learning techniques using Microsoft Azure AI models to reduce training time by 40% and enhance predictive results
Optimize deep learning workflows with Azure GPU clusters to increase throughput by 25% and improve model scalability

Prerequisites

Recommended knowledge before taking this course
  • Multivariable Calculus (chain rule, partial derivatives), Linear Algebra (matrix multiplication, eigenvalues), and Probability/Statistics essential for mastering the Deep Learning Specialization by DeepLearning.AI
  • Understanding of classical machine learning techniques to build a strong foundation for deep learning
  • Programming with Python, including proficiency in NumPy and Pandas for data manipulation, used in the Deep Learning Specialization by DeepLearning.AI
  • Experience with Jupyter Notebooks for developing and testing deep learning models
  • Foundational knowledge of Linear Algebra and Calculus to accelerate your learning curve in the Deep Learning Specialization
  • Hands-on experience with Python libraries such as NumPy, Pandas, and deep learning frameworks like PyTorch or TensorFlow to effectively implement models
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Certification Exam

Everything you need to know about the Deep Learning Specialization certification exam

Exam Details
Exam Name
Deep Learning Specialization
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Unlimited attempts allowed
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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Azure Machine Learning Fundamentals and DP-100 Alignment
Overview of Microsoft Azure Deep Learning Professional Training Azure Machine Learning SDK v2 architecture Setting up Azure ML workspaces and compute instances Data ingestion patterns for deep learning on Azure Introduction to DP-100: Designing and Implementing a Data Science Solution on Azure Managing experiments and runs in Azure ML Lab: Configuring the Azure ML environment Model evaluation metrics for Azure-based deployments
2
Day 2– Automated ML and Neural Network Design
Automated ML (AutoML) for deep learning workflows Configuring AutoML for image and text classification Neural network architecture design in Azure ML Feature engineering with Azure ML pipelines Optimizing activation functions and loss functions Hyperparameter tuning using Azure ML sweep jobs Lab: Running an AutoML experiment for deep learning Best practices for DP-100 certification success
3
Day 3– Advanced Model Training with Azure Compute
Scaling training with Azure Machine Learning compute clusters Distributed training strategies in Azure ML Leveraging GPU-optimized virtual machines Integrating Azure Cognitive Services for pre-trained models Custom training scripts using PyTorch and TensorFlow Managing environment dependencies with Docker Lab: Distributed training on Azure compute clusters Monitoring training metrics via Azure ML Studio
4
Day 4– Model Optimization and Pipeline Orchestration
Advanced model optimization for Azure deployment Converting models to ONNX format for interoperability Orchestrating end-to-end pipelines with Azure ML SDK v2 Data preprocessing at scale using Azure Data Lake Implementing regularization and validation strategies Debugging model convergence in cloud environments Lab: Building an automated training pipeline Version control for models and datasets in Azure
5
Day 5– Deployment, Production, and Certification Readiness
Deploying models as managed online endpoints Scaling inference workloads with Azure Kubernetes Service Monitoring model performance with Azure Monitor Security and governance in Azure ML production Implementing CI/CD for deep learning models Final review for DP-100 certification requirements Lab: Deploying a production-ready model endpoint End-to-end deep learning lifecycle management

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

82%

of Deep Learning Specialization certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Deep Learning Specialization certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • AI Engineer
  • Machine Learning Engineer
  • Deep Learning Engineer
  • Computer Vision Specialist
  • NLP Engineer
  • Applied Scientist

Companies Hiring

5,000+
Microsoft Accenture Deloitte Infosys Wipro Capgemini Goldman Sachs JPMorgan Chase

and 5,000+ organizations worldwide seeking Deep Learning Specialization certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

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    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

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    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

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    Carlos R.

    Engineering Manager

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  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

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    CISO, Financial Services

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  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

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  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

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    Head of L&D, UK Enterprise

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  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
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