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dlzcods/README.md

Muhammad Abdiel Al Hafiz

AI Project Manager. AI/ML engineer by training.

I started in AI engineering, but over time I found myself spending more time on the parts around the model: clarifying the problem, keeping delivery moving, checking whether an output is actually reliable, and deciding when a human needs to step in.

That is still the kind of work I enjoy. AI can draft. Engineers can improve it. But someone still has to decide whether the result is good enough to use.

AI draft → engineering review → evaluation → human decision → ship

AI outputs move through engineering review and evaluation before a human decides what can ship.

How I tend to work

I do not treat a successful output as a correct output.

I make the decision owner visible, especially when the system is handling something people may rely on.

And I choose the architecture based on the risk. Sometimes the right answer is a carefully constrained workflow. Sometimes it means deliberately not using GenAI.

Contact

Portfolio · LinkedIn · Email

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  1. eye-disease-classification eye-disease-classification Public

    Focuses on classifying eye diseases into four categories: normal, cataract, diabetic retinopathy, and glaucoma. Using a dataset of over 4,000 images, the model achieved an accuracy of 92%. The proj…

    Jupyter Notebook 10 8

  2. llm-awe-reliability-fairness llm-awe-reliability-fairness Public

    Research Findings of LLM Reliability & Fairness in Automated Essay Scoring

    HTML 1

  3. bitcoin-predictive-analytics bitcoin-predictive-analytics Public

    Memprediksi harga Bitcoin selama 5 hari ke depan dari 20-24 Oktober 2024 menggunakan algoritma XGBoost.

    Jupyter Notebook 1 1

  4. dana-sentiment-analysis dana-sentiment-analysis Public

    This project aims to design a deep learning model with certain schemes to analyze the sentiment of each user review which is then evaluated with predefined objectives.

    Jupyter Notebook 7

  5. rps-image-classification rps-image-classification Public

    Model klasifikasi gambar menggunakan CNN untuk mengklasifikasikan gambar gestur tangan batu, gunting, dan kertas.

    Jupyter Notebook 1

  6. fashion-product-recommendation fashion-product-recommendation Public

    Sistem Rekomendasi Produk Fashion menggunakan pendekatan Content Based Filtering dan Collaborative Filtering menggunakan Neural Collaborative Filtering.

    Jupyter Notebook 2