A Weekly Series by Dr. Tertsegha J. Anande

Re-Inventing
Myself

AutoML & You · Where machines meet the human journey

A practical weekly series teaching Automated Machine Learning from scratch — through the lens of human reinvention. Every concept, every algorithm, every pipeline stage mapped to something real. Something you've already lived.


What This Series Is

AutoML as a framework for life

Automated Machine Learning (AutoML) automates the process of selecting, training, and optimising machine learning models. But look closely at its pipeline, and you'll find something startling: it is a near-perfect map of human reinvention.

Practical AutoML Education

Each episode teaches a real AutoML concept — from data ingestion to deployment — with working examples, clear explanations, and no prerequisites assumed.

Real-Life Parallels

Every technical concept is anchored in lived experience. Preprocessing isn't just data cleaning — it's the work of honest self-reflection. Training isn't just iteration — it's showing up every day.

For Anyone Reinventing Themselves

Whether you're pivoting careers, rebuilding confidence, or simply refusing to stay the same — this series is for you. No machine learning background needed.

Weekly. Consistent. Cumulative.

Every episode builds on the last. By the end of the series, you'll have a working understanding of the full AutoML pipeline — and a new vocabulary for your own growth journey.


Episode 01 · Interactive Framework Poster — Click any stage
Re-Inventing Myself Episode 01 · Re-Introducing Me

AutoML & You

Where machines meet the human journey
The AutoML framework — click any stage
01
Data ingestion
Raw inputs, life experiences
02
Preprocessing
Clean noise, find signal
03
Feature engineering
Discover your strengths
04
Model selection
Which version fits best?
05
Training & tuning
Iterate until you grow
06
Evaluation
Measure real progress
07
Deployment
Show up as the new you
08
Monitoring
Stay accountable, adapt
09
Re-optimisation
Never stop evolving
Select a stage above
Each stage of the AutoML pipeline mirrors a stage of human reinvention. Click any node to explore the connection.
Dr. Tertsegha J. Anande
PhD · ML Researcher · Lecturer · Birmingham, UK
tertsegha1.github.io
#ReInventingMyself
#AutoML · #MachineLearning
#PersonalGrowth · 2026

Re-Introducing Me

Who is behind this series?

I'm Dr. Tertsegha Joseph Anande — PhD in Computing, ML Researcher, and Lecturer at QAHE/Ulster University in Birmingham. I specialise in Machine Learning, AutoML, Ensemble Learning, and Cyber-Physical Security.

On paper, things look fine. But somewhere along the way, I noticed something quietly slipping away. The drive. The hunger. That inner restlessness that once pushed me to pursue more, build more, become more. It didn't vanish overnight — it was more gradual than that. Life happened. Responsibilities stacked up. And before I knew it, adulthood had swallowed up the very passion that once defined me.

I was still showing up. Still completing tasks. Still functioning. But I was doing tomorrow what I did today, and today what I did yesterday. The zeal to aspire — to reach for the next exploit — had gone quiet.

That silence was louder than anything else. That's when I decided: maybe it's time to apply the principles of how machines learn and adapt — to myself.

"What if there's still more?"

PhD · Computing AutoML Research Ensemble Learning Cyber-Physical Security Higher Education

The Series

All Episodes

EP 01
Re-Introducing Me
An introduction to the series, the AutoML framework as a whole, and the person behind it. Where machines meet the human journey.
Live Now
EP 02
Data Ingestion · Your Raw Material
What is data, really? How AutoML collects and structures it — and why every experience you've had is valid input.
Coming Soon
EP 03
Preprocessing · The Work of Letting Go
Cleaning messy data is not unlike honest self-reflection. What do you need to strip out before anything useful can happen?
Coming Soon
EP 04
Feature Engineering · What Makes You, You
The signals that actually predict good outcomes. Identifying your unique strengths, values, and the patterns worth amplifying.
Coming Soon
EP 05
Model Selection · Choose Your Architecture
There is no single correct model. AutoML tests many — and so should you. Which version of yourself are you building?
Coming Soon
EP 06
Training & Tuning · Growth Is a Loop
Deliberate practice, feedback, and adjustment. The model learns by showing up repeatedly — and so do you.
Coming Soon
EP 07
Evaluation · Real Progress in Unfamiliar Conditions
Measuring whether a model truly generalises — or just memorised patterns. Can you perform when no-one is watching?
Coming Soon
EP 08
Deployment · Stepping Out as the New You
Releasing the trained model into real-world conditions. Vulnerability is the price of visibility.
Coming Soon
EP 09
Monitoring · Staying Accountable
Real-world drift is silent. So is losing your edge. How to stay curious, stay honest, and stay on track.
Coming Soon
EP 10
Re-Optimisation · Never Stop Becoming
Reinvention is not a chapter. It is the whole book. Every version of you is a stepping stone to the next.
Coming Soon

Follow the Journey

New episode every week

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