WillsEducation
Updated for 2026

Become an AI Engineer

Build AI systems that reason, act, and automate with confidence.

Google Reviews4.8/5
Trustpilot4.6/5
CourseReport4.7/5

Months

Part-time

Projects

Portfolio

Tools

Industry-std

1:1

Mentorship

Personal

What is Agentic AI?

Agentic AI is the next evolution of artificial intelligence where systems do not just generate text but plan, reason, call tools, and act autonomously to complete real tasks. Companies are racing to build AI agents that automate operations, support customers, and power copilots. In just 4 months, you will learn how to design, build, and deploy production-ready agents using tools like LangGraph, OpenAI, and vector databases.

What is Agentic AI?
Agentic AI jobs have grown 340% since 2024, the fastest-growing category in tech.
PROGRAMME FEE

Agentic AI

4 MONTHS

Everything you need to learn with confidence, build practical experience and move your career forward.

PROGRAMME FEE

£1,199
A Global Learning Community

A GLOBAL LEARNING COMMUNITY

Learn together. Build with confidence.

Live learning

Mentor-led sessions

6+ projects

Portfolio-ready work

1:1 mentorship

Guidance that is personal

Career preparation

Resume and interviews

100% placement

Career-ready support

Curriculum

A paced roadmap,not a chapter list.

Each phase moves from competence building into portfolio-visible output.

01

Timeline

Weeks 1-4

AI Product Foundations

Understand modern model capabilities, prompting, evaluation, and workflow framing.

Prompt designModel selectionStructured outputsAI UX framing
02

Timeline

Weeks 5-8

Retrieval and Knowledge Systems

Build grounded assistants with retrieval, chunking, and observability in mind.

RAGVector storesEvaluation loopsGuardrails
03

Timeline

Weeks 9-13

Agentic Orchestration

Coordinate tools, memory, state, and multi-step action planning.

LangGraphToolsState machinesTask routing
04

Timeline

Weeks 14-16

Shipping and Positioning

Turn the technical work into portfolio proof, demos, and hiring narrative.

DeploymentCase studiesPortfolio packagingInterview storytelling
Research & Portfolio Capstones

10 Capstone Projects per Domain for Agentic AI

Explore 10 dedicated research-backed capstone systems for every domain (AI, Data, Security, Cloud) modeled after production corporate environments and SOTA literature.

Domain Filter:
AI Track 40 hours

Autonomous Clinical Charting & ICD-11 Medical Agent

Build an autonomous agent with LangGraph & RAG to transcribe clinical consultations, extract structured diagnostic observations, and auto-assign ICD-11 codes with confidence scoring.

PythonLangGraphQdrantWhisper API+2
Research Grounded
AI Track 40 hours

Automated Curriculum RAG Assistant & Concept Graph

Develop a RAG-powered knowledge graph assistant that indexes course textbooks, lecture transcripts, and slides to generate custom study roadmaps.

PythonWeaviateNeo4jLlamaIndex+2
Research Grounded
AI Track 45 hours

Reinforcement Learning Portfolio Rebalancing Robot

Train a Deep Reinforcement Learning (PPO / DDPG) agent that continuously rebalances a multi-asset portfolio to maximize Sharpe ratio under transaction fee constraints.

PythonPyTorchStable-Baselines3Gymnasium+2
Research Grounded
AI Track 40 hours

Visual Product Search & Camera Inspection Agent

Develop a mobile visual search app allowing shoppers to snap a photo of any item in the physical world and instantly find matching products in catalog.

PythonPyTorchMilvus / QdrantFastAPI+1
Research Grounded
AI Track 45 hours

Industrial Robot Arm Trajectory Planning RL Agent

Train a Deep Reinforcement Learning agent (SAC) for a 6-axis industrial robot arm performing high-speed pick-and-place sorting of randomized parts.

PythonPyTorchPyBulletROS2+1
Research Grounded
AI Track 35 hours

Automated Threat Modeling & Attack Tree Generator Agent

Build an AI agent that inspects application architecture diagrams and OpenAPI specs to automatically generate STRIDE threat models and attack trees.

PythonLangChainGraphvizFastAPI+1
Research Grounded
AI Track 40 hours

Livestock Facial Recognition & Individual Animal Tracking Agent

Deploy a computer vision model using CNN facial recognition to identify individual cattle, pigs, and sheep from barn camera feeds.

PythonPyTorchOpenCVFastAPI+1
Research Grounded
AI Track 40 hours

Customs Documentation & Tariff Code Classification Agent

Build an AI agent that ingests commercial invoice PDFs and extracts product line items to auto-assign international Harmonized System (HS) tariff codes.

PythonLlamaIndexFastAPIReact+1
Research Grounded
AI Track 35 hours

Customer Review Aspect-Based Sentiment & Feature Rating Agent

Build an aspect-based sentiment analysis model extracting specific product feature ratings (e.g., 'battery life', 'durability') from Amazon reviews.

PythonHugging Face TransformersFastAPIReact
Research Grounded
AI Track 40 hours

Court Legal Precedent & Judicial Sentence Consistency Agent

Develop an AI assistant that analyzes historical judicial sentencing records to help judges identify sentencing discrepancies across similar crime profiles.

PythonLlamaIndexScikit-LearnFastAPI+1
Research Grounded
Data Track 45 hours

Real-Time Streaming ICU Sepsis Early-Warning Engine

Architect a real-time streaming ML pipeline processing ICU patient telemetry (heart rate, SpO2, blood pressure) to predict septic shock 6 hours prior to clinical onset.

Apache KafkaApache SparkXGBoostPython+2
Research Grounded
Data Track 40 hours

Adaptive Knowledge Tracing (DKT) Personalized Learning Engine

Implement a Deep Knowledge Tracing (DKT) model using Recurrent Neural Networks to estimate a student's mastery level of concepts over time.

PythonPyTorchPandasFastAPI+2
Research Grounded
Data Track 40 hours

Liquidity Risk Monte Carlo Simulator & Yield Curve Calibrator

Architect a parallelized GPU-accelerated Monte Carlo simulation engine calibrating interest rate yield curves (Hull-White model) to evaluate liquidity risks.

PythonCuPy / CUDASciPyPandas+2
Research Grounded
Data Track 40 hours

Dynamic Price Elasticity & Competitor Scraping Bot

Architect an automated competitor price scraping bot and dynamic pricing engine that adjusts SKU prices based on real-time market elasticity.

PythonPlaywrightFastAPIScikit-Learn+2
Research Grounded
Data Track 35 hours

Assembly Line Scrap & Raw Material Defect Analytics

Build a root-cause analytics model using Decision Trees and SHAP to identify raw material lot batches causing high assembly line scrap rates.

PythonScikit-LearnSHAPPandas+1
Research Grounded
Data Track 40 hours

Distributed Denial of Service (DDoS) Traffic Feature Pipeline

Architect a streaming analytics engine using Apache Flink to analyze SYN flood packet velocity and IP entropy to trigger BGP Blackhole routing.

Apache FlinkPythonClickHouseFastAPI+1
Research Grounded
Data Track 35 hours

Crop Micro-Climate & Frost Risk Forecaster

Build an ensemble machine learning model processing local weather station IoT sensors to predict localized sub-zero frost risks 12 hours ahead for fruit orchards.

PythonXGBoostPandasFastAPI+1
Research Grounded
Data Track 35 hours

Parcel Sorting Hub Chute Jam & Throughput Analytics

Architect a real-time IoT analytics console monitoring high-speed parcel sorter chute sensors to detect package jams and balance sorting lane loads.

PythonInfluxDBGrafanaFastAPI+1
Research Grounded
Data Track 35 hours

Affiliate Marketing Partner Fraud & Payout Analytics Engine

Develop a fraud analytics model evaluating affiliate marketer referral sales, IP cookie stuffing velocity, and refund rates to block fraudulent commissions.

PythonScikit-LearnFastAPIPostgreSQL+1
Research Grounded
Data Track 35 hours

City Emergency Call (911) Response Time & Dispatch Analytics

Build a 911 dispatch analytics data warehouse evaluating police, fire, and ambulance response times by city neighborhood and priority code.

SQLPostGISdbtPower BI+1
Research Grounded
Security Track 40 hours

Medical Device (IoMT) Zero-Trust Network Micro-Segmentation

Design and implement an automated Zero-Trust network gatekeeper enforcing dynamic micro-segmentation policies for hospital IoT devices (infusion pumps, MRI scanners).

PythonSuricataPalo Alto APIDocker+2
Research Grounded
Security Track 40 hours

Student Identity Verification & AI Proxy Test-Taker Guard

Develop a continuous biometric facial recognition and keystroke dynamics verifier validating student identity throughout high-stakes online exams.

PythonPyTorchFaceNetFastAPI+1
Research Grounded
Security Track 40 hours

SWIFT Banking Network Cyber Threat Intelligence & Anomaly Guard

Develop a specialized SIEM analytics module parsing ISO 20022 SWIFT financial transaction messages to detect unauthorized wire transfers.

PythonFastAPIElasticsearchPostgreSQL+1
Research Grounded
Security Track 35 hours

Retail Loyalty Point Fraud & Gift Card Abuse Detector

Build a fraud detection engine analyzing loyalty point redemption velocity and gift card claim patterns to flag fraudulent redemptions.

PythonScikit-LearnFastAPIPostgreSQL+1
Research Grounded
Security Track 40 hours

3D Printer G-Code File Tampering & Sabotage Inspector

Develop a static analysis tool inspecting 3D printer G-code files to detect malicious void insertions intended to weaken structural manufactured parts.

PythonThree.jsFastAPIReact+1
Research Grounded
Security Track 40 hours

Cryptographic Post-Quantum (PQC) Lattice Migration Auditor

Build an inventory tool scanning enterprise source code and TLS servers to identify legacy RSA / ECC algorithms and recommend Post-Quantum Cryptography (PQC) replacements.

PythonLibOQS (Open Quantum Safe)FastAPIReact+1
Research Grounded
Security Track 35 hours

Commercial Greenhouse HVAC Controller Cyber Attack Shield

Build an industrial firewall module monitoring BACnet / Modbus greenhouse environment controllers to prevent malicious heating overrides.

PythonBAC0 (BACnet Lib)FastAPIGrafana+1
Research Grounded
Security Track 40 hours

Warehouse AMR Robot Fleet Cyber Intrusion Shield

Build a ROS2 security module enforcing DDS-Security (Data Distribution Service) encryption and node authentication for warehouse mobile robots.

C++PythonROS2 / SROS2FastAPI+1
Research Grounded
Security Track 35 hours

Social Media Corporate Account Hijack & 2FA Enforcer Bot

Build a continuous social media account monitoring bot scanning corporate YouTube, LinkedIn, and Twitter accounts for unauthorized admin additions.

PythonFastAPIReactDocker+1
Research Grounded
Security Track 40 hours

Municipal Smart City Traffic Light Cyber Attack Inspector

Deploy an industrial intrusion detection agent monitoring NEMA / 170 traffic light controller communications to block malicious signal manipulation.

PythonFastAPIGrafanaDocker+1
Research Grounded
Cloud Track 40 hours

HIPAA-Compliant AWS Multi-Region EHR Database Architecture

Design and deploy a HIPAA-compliant AWS multi-region infrastructure using Terraform featuring Aurora PostgreSQL Global Database and encrypted S3 buckets.

TerraformAWS AuroraAWS KMSPython+2
Research Grounded
Cloud Track 35 hours

Serverless Video Lecture Transcoding & HLS Streaming Pipeline

Build an event-driven serverless video processing pipeline on AWS using Elemental MediaConvert to transcode lecture MP4s into adaptive HLS streams.

AWS SAMAWS LambdaMediaConvertAWS S3+2
Research Grounded
Cloud Track 45 hours

GCP High-Throughput Financial Tick Data Lakehouse (Bigtable)

Architect a real-time financial market tick data lakehouse on GCP using Cloud Bigtable and Dataflow ingesting 1,000,000 trade events/sec.

TerraformGCP Cloud BigtableGCP DataflowBigQuery+1
Research Grounded
Cloud Track 35 hours

E-Commerce CloudFront CDN Image Optimization & WebP Conversion

Deploy an AWS CloudFront CDN architecture with Lambda@Edge that automatically converts product images to compressed WebP formats based on browser capabilities.

TerraformAWS CloudFrontLambda@EdgeSharp Image Lib+1
Research Grounded
Cloud Track 45 hours

Factory ERP Cloud Migration & SAP on AWS High-Availability Vault

Architect a SAP HANA high-availability environment on AWS using Terraform, AWS Launch Wizard, and SLES Pacemaker clustering for manufacturing ERP.

TerraformAWS SAP Launch WizardSAP HANASUSE Pacemaker+1
Research Grounded
Cloud Track 40 hours

Zero-Trust Cloud Remote Access Bastion (Teleport)

Deploy a Gravitational Teleport Zero-Trust access gateway on AWS providing certificate-based SSH and Kubernetes access with session recording.

TerraformTeleportAWS EKSOkta+1
Research Grounded
Cloud Track 35 hours

AgTech Cloud Cost Management & Spot Instance Training Pipeline

Build a cost-optimized machine learning model training pipeline on AWS using SageMaker Spot Instances to train satellite crop vision models.

PythonAmazon SageMakerPyTorchAWS S3+1
Research Grounded
Cloud Track 40 hours

Freight Forwarder Carrier Portal Multi-Tenant Cloud Architecture

Architect a multi-tenant SaaS carrier portal on AWS using ECS Fargate, PostgreSQL RDS, and AWS Cognito for 500 freight brokerage clients.

TerraformAWS ECS FargateAmazon RDSAWS Cognito+1
Research Grounded
Cloud Track 35 hours

Marketing Video Streaming CDN on AWS CloudFront & S3

Build a high-performance marketing video streaming platform using AWS S3, CloudFront CDN, and AWS WAF delivering promotional video ads worldwide.

TerraformAWS CloudFrontAWS S3AWS WAF+1
Research Grounded
Cloud Track 40 hours

Government Cloud Identity & PIV / CAC Smart Card Authentication

Build a SAML 2.0 / OIDC Identity Provider integration connecting AWS IAM Identity Center with US Government PIV / CAC smart card authentication.

TerraformKeycloakAWS IAM Identity CenterSAML 2.0+1
Research Grounded

Where can your Agentic AI Mastery training take you?

AI Engineer

Build production workflows around models, tools, memory, and orchestration used by leading AI-first teams.

$95,000

starting pay for
AI Engineers

LLM Application Developer

Own assistant, copilot, and retrieval-powered product surfaces at scale.

$85,000

starting pay for
LLM Application Developers

AI Product Engineer

Bridge product thinking with AI engineering to ship end-user features with measurable impact.

$110,000

starting pay for
AI Product Engineers

Automation Systems Builder

Design task-running pipelines for internal ops and customer-facing flows.

$75,000

starting pay for
Automation Systems Builders

Sources: Glassdoor.in
and LinkedIn Salary Insights

Agentic AI is the highest-paying AI career track with massive growth ahead

Career Salary Progression

Select a market benchmark to view salary estimates at different experience stages.

Stage 01Baseline
$85K/ yr

Global Benchmark Salary

Entry level
Stage 02+35% Growth
$115K/ yr

Global Benchmark Salary

1-3 years
Stage 03+82% Growth
$155K/ yr

Global Benchmark Salary

4-6 years
Stage 04+135% Growth
$200K/ yr

Global Benchmark Salary

7-9 years

Source: LinkedIn Salary Insights and Glassdoor.com

You after Wills Education

A clear picture of the professional profile you will build over the program.

AE

AI Engineer

LinkedInGitHub

$95,000

Expected salary

Hard Skills

PythonOpenAI APILangGraphLangChainRAGVector DBsTypeScriptFastAPIPrompt EngineeringAgent FrameworksFunction CallingEvaluationGitDocker

Soft Skills

Problem solvingSystem thinkingClear communicationRapid prototypingProduct judgment

Education

Agentic AI Program

Projects

Autonomous Research Agent

Built a multi-step research agent with web search, planning, and citation, deployed to production.

Inside Wills · 5-min demo

Explore the Platform in Action: 5-Minute Sandbox Tour.

Take an interactive tour inside our live coding platform, real-time code reviews, dynamic curriculum schedules, and career placement logs.

New seats open in 05:00

Free preview · No card · ~5 minutes

Tools Covered

The stack is organized around capability, not feature-name overload.

Grouping tools by what they enable keeps the learning story cleaner and more persuasive.

Core

PythonOpenAI APITypeScriptGit

Orchestration

LangGraphLangChainFunction callingQueues

Production

FastAPIVercelObservabilityVector DBs

Real-World Applications

Where your skills meet multiple industries.

See how the curriculum of the **Agentic AI** program is directly applied in solving critical challenges across global sectors. Click any industry to view practice projects you can build.

Healthcare Use Case

Agentic AI

Autonomous clinical transcription and chart-summarization agents that plan, retrieve patient histories, draft diagnostic summaries, and suggest ICD codes for doctor approval.

Education Use Case

Agentic AI

Self-correcting code auditor agents that evaluate student assignments, explain syntax errors step-by-step, and recommend tailored lessons.

Finance Use Case

Agentic AI

Autonomous investment research agents that comb through corporate earnings transcripts, evaluate SEC filings, and formulate portfolio adjustment recommendations.

Retail Use Case

Agentic AI

Autonomous retail assistants that scan customer profiles, clarify fit styles, query inventory APIs, and generate customized outfits.

Manufacturing Use Case

Agentic AI

Autonomous procurement agents that monitor warehouse counts, select qualified parts vendors, and draft purchase orders.

Cybersecurity Use Case

Agentic AI

Autonomous alert triage agents that investigate alerts, query host logs, scan files for malware, and draft incident reports.

Agriculture Use Case

Agentic AI

Autonomous drone flight planning agents that schedule surveys, analyze raw images, and target fertilizer distribution.

Logistics Use Case

Agentic AI

Autonomous route management agents that coordinate freight bookings, resolve delay issues, and re-route deliveries.

Marketing Use Case

Agentic AI

Autonomous copywriter agents that generate campaign scripts, check alignment with brand voice guidelines, and publish posts.

Government Use Case

Agentic AI

Autonomous inquiry routing agents that analyze citizen requests, retrieve relevant procedures, and draft guidance forms.

Aerospace and Defense Use Case

Agentic AI

Autonomous drone flight planning agents that schedule surveys, analyze raw flight parameters, and target dynamic delivery coordinates.

Automotive and Transportation Manufacturing Use Case

Agentic AI

Autonomous routing agents that reschedule deliveries and select carriers based on weather, congestion, and cost.

Chemicals and Plastics Use Case

Agentic AI

Autonomous research assistants that catalog formulation logs, draft safety data sheets, and update inventory lists.

Construction and Infrastructure Use Case

Agentic AI

Autonomous scheduling agents that assign excavators, track fuel budgets, and order structural concrete.

Consulting and Professional Services Use Case

Agentic AI

Autonomous document processing agents that scan client receipts, index transaction logs, and compile audit worksheets.

Entertainment, Arts, and Recreation Use Case

Agentic AI

Autonomous catalog curators that recommend media assets, organize categories, and write video highlights.

Fashion, Apparel, and Textiles Use Case

Agentic AI

Autonomous styling assistants that query inventory databases, match apparel items, and draft catalogs.

Fishing, Hunting, and Aquaculture Use Case

Agentic AI

Autonomous survey drone planning agents that coordinate offshore inspections and log telemetry reports.

Food, Beverage, and Tobacco Processing Use Case

Agentic AI

Autonomous inventory planning agents that schedule raw shipping dispatches, check shelf logs, and order ingredients.

Hospitality, Travel, and Tourism Use Case

Agentic AI

Autonomous booking agents that schedule flights, recommend hotel rooms, and compile custom travel itineraries.

Information Technology (IT) and Software Use Case

Agentic AI

Autonomous software testing agents that execute test scripts, analyze stack traces, and submit bug tickets.

Legal Services Use Case

Agentic AI

Autonomous document indexing agents that scan client receipts, extract clauses, and draft legal filings.

Mining, Quarrying, and Mineral Extraction Use Case

Agentic AI

Autonomous scheduling agents that assign excavators, track fuel budgets, and order site materials.

Non-profit and Non-Governmental Organizations (NGOs) Use Case

Agentic AI

Autonomous grant indexing agents that scan client receipts, index donor profiles, and draft audit worksheets.

Oil, Gas, and Renewable Energy Use Case

Agentic AI

Autonomous scheduling agents that assign grid assets, track maintenance budgets, and order turbine blades.

Real Estate and Property Management Use Case

Agentic AI

Autonomous property search agents that schedule tours, recommend listings, and compile custom leases.

Research and Development (R&D) Use Case

Agentic AI

Autonomous research assistants that catalog experiment logs, draft chemical descriptions, and update inventory lists.

Telecommunications Use Case

Agentic AI

Autonomous scheduling agents that assign grid assets, track maintenance budgets, and order replacement transceivers.

Industry credential alignment

Prepare for the Microsoft Azure AI Engineer Associate.

The Agentic AI program is mapped to the AI-103 exam objectives, so finishing the cohort puts you on a clear path to a globally recognised Microsoft credential.

Aligned exam

AI-103 · Microsoft Certified: Azure AI Apps and Agents Developer Associate

Issuer
Microsoft
Level
Associate
Format
Online proctored

Mapped to AI-103 objectives

Course modules align with the exam skills outline — Azure AI services, agent design, prompt and evaluation patterns, deployment.

Study guide included

Curated study guide, mock questions, and practice labs hand you the prep stack instead of leaving you to assemble it.

Globally recognised badge

Add a verifiable Microsoft Certified credential to your LinkedIn that recruiters and employers already screen for.

AI-103 Microsoft Certified Azure AI Apps and Agents Developer Associate study guide
Who It's For

A role-aware structure for learners with different starting points.

A focused cohort for engineers and ambitious professionals who want to ship agentic workflows, retrieval systems, and production-aware AI experiences.

Software engineers

Move from feature delivery to AI system design with real product depth.

Technical founders

Learn how to prototype AI-native workflows without outsourcing the core thinking.

Career switchers with code fluency

Translate existing development experience into a sharper AI profile.

✓ Spring career transition cohort
📈 Built a portfolio using Python, SQL & RAG Agents

March 2026 Cohort

Learner video 1
Learner video 2

Weekly mentor feedback helped me connect analytics concepts to real education problems. The structure kept me moving every week.

AM
Ananya MenonEducator to Learning Analyst

Every module led to something visible in my portfolio. Python and SQL finally clicked because we kept applying them to real scenarios.

JO
James OkonkwoJunior Data Scientist

The live sessions were focused and easy to follow. I finished with a dashboard project I can confidently show in interviews.

MI
Meera IyerOperations Analyst

The examples felt close to real business work. I now understand how to turn a vague question into a clean analysis plan.

TB
Thomas BennettMarketing Data Executive
✓ Winter career transition cohort
📈 Built a portfolio using Excel, SQL and Power BI

January 2026 Cohort

Learner video 1
Learner video 2

The mock interviews were direct and useful. By the end of the batch, I could explain my projects clearly and answer technical questions with confidence.

AB
Amina BegumAI Automation Specialist

I was working full-time, so the recordings and review checkpoints mattered. I always knew what to complete next.

RP
Ravi PatelBusiness Intelligence Analyst

The mentor comments were specific, not generic. That helped me improve my notebooks and explain my choices more professionally.

HC
Hannah ClarkeJunior Data Scientist

The dashboard labs were excellent. I learned how to design reports that are useful for decision-makers, not just visually busy.

OH
Oliver HarrisPower BI Specialist
✓ Autumn AI & Data Science cohort
📈 Deployed Full Stack Machine Learning & LLM Pipelines

October 2025 Cohort

Learner video 1
Learner video 2

The Agentic AI program pushed me way beyond tutorials. I shipped an actual RAG-powered assistant as my capstone, and it is now live in production.

RD
Robert DavisAI Engineer

The AI Business Analytics track gave me both technical depth and storytelling frameworks to step into a management position with confidence.

SW
Sophie WilliamsBusiness Intelligence Manager

What separates Wills is that they care about proof, not completion. By the end I had five real projects and landed a lead role in 6 weeks.

NG
Nitesh GuptaData Science Lead

I was a software developer looking to pivot into data. The Data Science program gave me a structured path to frame my experience into something hiring managers respond to.

AT
Aisha TaylorSenior Data Engineer
Placement Support

Career support is presented as a structured process, not a vague promise.

The same trust-first system used on the homepage carries through to each program detail page.

01

Position

Refine the story you tell about your background, projects, and direction.

02

Package

Turn assignments into portfolio assets, case studies, and stronger proof.

03

Pursue

Move into applications and interviews with clearer materials and tighter narratives.

FAQ

Questions learners ask before choosing Agentic AI.

No. The program is designed around shipping useful AI systems, not academic ML depth. Coding comfort helps, but the path starts with applied foundations.