Sohila Khaled Abbas · Applied ML & Search Intelligence Portfolio
A collection of search-intelligence notebooks, feature preparation, model-evaluation code, research writing, and workflow-agent experiments.
A question. A process.
Work you can explore.
Follow the decisions behind the implementation, then inspect the original work.
Chapter 1 of 4 · The question
The question behind the build.
Prioritization models need more than a score: feature definitions, data splits, leakage checks, and evaluation context must be inspectable.
Follow the implementation.
- 01
Prepare features and compare a heuristic baseline with a model-based approach.
- 02
Explore grouped evaluation splits and temporal-leakage assertions.
- 03
Keep notebooks, evaluation outputs, and research documentation together.
- 04
Document an n8n-based workflow-agent experiment and its execution flow.
See the work. Inspect the details.
Review the notebooks, evaluation scripts, and research materials to understand the methodology. This portfolio connects my analytics and automation work with a growing focus on machine learning.
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7 linked source files
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The source
keeps moving.
Source updated
Official portfolio, applied machine learning research paper, and autonomous decision-support agent for Sohila Khaled Abbas (Applied ML Intern & Search Intelligence Engineer at FlyRank AI | BI Developer).
Current README excerpt
[](https://sohila-khaled-abbas.github.io/flyrank-ml-internship-starter/) [](https://sohila-khaled-abbas.github.io/flyrank-ml-internship-starter/paper.html) [](https://aifluency.flyrank.ai/verify/sohilakhaled) [](LICENSE)
A source excerpt, not an independently verified outcome.