Foundational Program 32 Hours Live Virtual

Data and AI Foundations for Enterprise Teams

Build the analytics and AI literacy that makes every other initiative possible.

Why This Program Exists

Advanced AI programs fail when the data and analytics foundation is weak. This program builds the shared vocabulary, tooling fluency, and architectural understanding that elevates every subsequent AI investment.

Who This Is For

Data Analysts

Expanding from BI into ML and AI tooling

Business Analysts

Building AI literacy to work alongside engineering teams

Junior Data Engineers

Establishing pipeline and ML foundations

Product Managers

Understanding data systems to make better AI product decisions

What You Will Master

Establish consistent data and AI vocabulary across the team
Build and evaluate data pipelines with production-quality standards
Introduce ML and LLM tooling with confidence
Reduce dependency on centralised data and AI specialists

What You Will Build and Practice

01
A structured data pipeline from ingestion to BI dashboard
02
A basic ML classification model with evaluation framework
03
An LLM-powered data Q&A interface on a sample dataset
04
A data quality monitoring report for a simulated enterprise dataset

Program Curriculum

Clean data pipelines are the non-negotiable foundation for any AI or analytics capability.

SQL MasteryETL & ELT PatternsData Modelling

Build an end-to-end dbt transformation pipeline on a sample warehouse dataset

Tools and Platforms Covered

Python (Pandas, scikit-learn)dbtSQLPower BI / LookerOpenAI EmbeddingsPineconeAIXL Labs
The Practical Advantage

Not just theory.
Pure execution.

Every AIXL program is AIXL Labs-powered. Your team spends 70% of their time inside unthrottled, specialized cloud environments building real enterprise capability.

70%
Lab-to-Lecture Ratio
100+
Scenario Configurations
Live instructor sessions with interactive Q&A
AIXL Labs pre-configured cloud environments
Guided builds and capstone projects
AIXL Skills assessment checkpoints
Sandbox environments (no production risk)

Delivery Formats

Corporate Live Virtual

4-week part-time program

In-Person

4-day immersive bootcamp

Hybrid

Virtual instruction + lab day

Custom Enterprise Track

Adapted to your existing tool stack

Enterprise Customisation

Every AIXL program is a starting architecture, not a locked curriculum. We tune each engagement to your specific context.

Tool alignment: dbt vs Airflow vs Azure Data Factory
BI platform: Power BI vs Looker vs Tableau
Vertical overlay: FinServ, Retail, Healthcare, Manufacturing
Entry point calibration: analyst-track vs engineer-track
Duration: 20-hour express to 40-hour comprehensive

Enterprise Proof

Outcome
82%

Average AI tool adoption rate among engineering teams within 60 days of completing AIXL programs.

From a BFSI Client

"AIXL did not deliver a course. They delivered a capability shift. Our teams went from AI-curious to AI-shipping in under 8 weeks."

Director of Engineering — Tier 1 Bank

Frequently Asked Questions

Ready to run this for your team?

Connect with a Solution Architect to design the right variant, timeline, and delivery format for your organisation.