Open Source Guaranteed-to-Run

Artificial Intelligence (AI) and Machine Learning (ML) (Open Source) Beginner

Artificial Intelligence (AI) and Machine Learning (ML) by Open Source equips data scientists, software developers, and IT professionals with practical skills to design, train, and deploy ML models for real-world business challenges. As global demand for AI talent grows—evidenced by 80% of enterprises adopting AI technologies—this course bridges the implementation gap with hands-on labs in predictive modeling, deep learning, and ethical AI deployment. Learners gain proficiency in open-source frameworks like TensorFlow and scikit-learn, solving critical pain points in model accuracy, data engineering, and operationalization.

This course prepares candidates for the CertNexus Certified Artificial Intelligence Practitioner (CAIP-210) exam, featuring 80 questions and a 60% passing score. With Koenig’s Guaranteed-to-Run dates and 30-day lab access, professionals gain flexible, instructor-led training to master AI workflows. Graduates emerge ready to lead AI initiatives, driving innovation and measurable business outcomes in an era where AI-skilled roles command average salaries over $140,000.

40 Hours (5 Days)
Live Online / Classroom
92+ professionals trained

Training Formats & Pricing

1-on-1 USD 2,750
Dedicated instructor, your schedule Fastest
Public Batch USD 2,150
Group class, fixed schedule Most Popular
Self-Paced USD 199
Recorded sessions, learn anytime Best Value

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Course Overview

The Artificial Intelligence (AI) and Machine Learning (ML) course by Open Source provides essential training for professionals seeking to master AI development and cloud infrastructure, including concepts relevant to AZ-104 training for cloud administrators. This 40-hour intensive program prepares learners for industry-recognized certifications such as the Google Professional Machine Learning Engineer or AWS Certified Machine Learning – Specialty. Designed for aspiring AI engineers and data scientists, this course bridges the gap between theoretical knowledge and practical application, ensuring graduates are job-ready in a high-demand field.

Students engage with a robust suite of open-source tools and frameworks, including PyTorch, TensorFlow, Jupyter Notebooks, and Google Colab, to build and fine-tune models from scratch. The curriculum features intensive hands-on labs where learners construct neural networks, implement transformers, train language models, and develop generative adversarial networks, all within a cloud-based development environment. A key project includes the capstone in which students design, train, and align a small language model to solve a real-world problem, applying responsible AI principles throughout. Each lesson culminates in a reusable artifact, ensuring that learners build a tangible portfolio of deployable AI components by course completion.

This Artificial Intelligence (AI) and Machine Learning (ML) course by Open Source prepares candidates for professional recognition and equips them with the practical expertise demanded in today’s AI-driven job market, where AI engineers command average salaries exceeding 150,000 dollars annually. Open Source enhances this learning journey with guaranteed-to-run batches, one-on-one mentorship, and official courseware, ensuring personalized support and direct access to expert instructors. Graduates emerge career-ready, positioned to lead in innovation-driven roles across tech, healthcare, finance, and research, shaping the next generation of intelligent systems.

What You'll Learn

Architect intelligent systems using PyTorch and Scikit-learn to achieve measurable performance benchmarks
Design neural networks with TensorFlow and Keras to implement advanced AI applications
Deploy CNN-based computer vision models using ONNX to optimize image recognition capabilities
Configure Transformer-based natural language processing pipelines for scalable language understanding
Fine-tune and quantize Hugging Face large language models to improve accuracy and inference performance
Secure AI systems deployed on Kubernetes to protect data and ensure ethical model governance

Skills You'll Gain

Python Programming Machine Learning Algorithms Deep Learning Models Neural Network Design Natural Language Processing Computer Vision Scikit-learn TensorFlow Models PyTorch Framework Keras Integration Hugging Face Transformers Pandas DataFrames NumPy Arrays XGBoost Matplotlib Visualization SciPy Computing LLMOps
Corporate Training
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Certification Exam

Everything you need to know about the AI-900 certification exam

Exam Details
Exam Name
AI-900
Exam Cost
$250
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Includes one complimentary retake within 12 months of initial exam eligibility. Students benefit from a dedicated hands-on lab environment featuring real-world projects, such as deploying neural networks for image classification and building predictive models on live datasets, ensuring practical mastery beyond theoretical knowledge.
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Artificial Intelligence (AI) and Machine Learning (ML) (Open Source)

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Course Curriculum

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

1
Day 1– Foundations of Artificial Intelligence (AI) and Machine Learning (ML)
Evolution of AI and industry applications Core supervised learning principles Linear algebra and PyTorch framework Linear modeling and practical use Loss functions and probability theory Gradient descent optimization techniques Building and training linear models Neural network architecture fundamentals
2
Day 2– Neural Networks and Model Implementation
Advanced neural network architectures Coding robust neural network models Structured data input processing Self-attention mechanism deep dive Transformer model architecture design Optimizing efficient inference workflows Key-value caching strategies Advanced tokenization data methods
3
Day 3– Large Language Models Mastery
Developing minimal LLM structures LLM training via Adam optimizer Post-training foundational workflows Supervised fine-tuning techniques Instruction tuning for chat models Reinforcement learning core concepts RLHF and reasoning model logic AI system safety and security
4
Day 4– Advanced AI Concepts and Deployment
Reasoning capabilities in AI models Reinforcement learning practical implementation AI alignment and control techniques AGI concepts and future trends Model evaluation and testing protocols Scalable AI system deployment Ethical considerations in AI development Hands-on LLM implementation projects
5
Day 5– Capstone Integration and Governance
Building custom chatbots from scratch End-to-end AI pipeline integration Training on proprietary data corpora Model performance tuning and optimization Security and compliance best practices AI policy and governance frameworks Open Source AI tool utilization Final project review and assessment

What's Included in Your Training

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

Hands-On Lab

Live Lab Sandbox

Real Environment

Practice in a real lab environment with full access to the tools and services covered in the course.

30+ Guided Labs

30+

Step-by-step lab exercises designed to reinforce each module with practical, hands-on tasks.

Lab Manual Included

Full Guide

Comprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.

Post-Training Access

30 Days

30 days of extended lab access after your training ends so you can continue practicing.

Career Outcomes

78%

of AI-900 certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the AI-900 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
  • Machine Learning Engineer
  • AI Engineer
  • Data Scientist
  • ML Ops Engineer
  • AI Research Scientist
  • Deep Learning Specialist

Companies Hiring

5,000+
Google Microsoft Amazon Meta NVIDIA IBM Accenture Deloitte JPMorgan Chase Tesla

and 5,000+ organizations worldwide seeking AI-900 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.

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “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.

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    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.

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    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
  • ★★★★★

    “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
  • ★★★★★

    “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
100%

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