You will get anomaly and outlier detection system using Python and machine learning
Project details
Are unusual events, fraudulent transactions, or failing systems hiding in your data? I'll build you an automated anomaly detection pipeline that flags them — without needing labeled training data.
I specialize in Gaussian-based anomaly detection (great for unlabeled data) and can also apply Isolation Forest or Autoencoder-based approaches depending on your use case.
What's included:
✅ Gaussian probability density estimation
✅ Automated threshold (epsilon) selection via F1 optimization
✅ Works on both low-dimensional and high-dimensional data
✅ Visualization of normal vs. anomalous data points
✅ Clean Python code with full documentation
✅ Summary report — what was flagged and why
Use cases: Fraud detection · Server/network fault detection · Manufacturing defects · Financial outliers · Sensor anomalies
Built with: Python · NumPy · Scikit-learn · Matplotlib
I've built this pipeline achieving F1 scores up to 0.875 on server monitoring data. Message me with your dataset and use case before ordering.
I specialize in Gaussian-based anomaly detection (great for unlabeled data) and can also apply Isolation Forest or Autoencoder-based approaches depending on your use case.
What's included:
✅ Gaussian probability density estimation
✅ Automated threshold (epsilon) selection via F1 optimization
✅ Works on both low-dimensional and high-dimensional data
✅ Visualization of normal vs. anomalous data points
✅ Clean Python code with full documentation
✅ Summary report — what was flagged and why
Use cases: Fraud detection · Server/network fault detection · Manufacturing defects · Financial outliers · Sensor anomalies
Built with: Python · NumPy · Scikit-learn · Matplotlib
I've built this pipeline achieving F1 scores up to 0.875 on server monitoring data. Message me with your dataset and use case before ordering.
Machine Learning Tools
Azure Machine Learning, ChatGPT, GitHub Copilot, OpenCV, pandas, PyTorch, scikit-learn, SQL, Tableau, TensorFlow, XGBoostWhat's included
| Service Tiers |
Starter
$30
|
Standard
$50
|
Advanced
$100
|
|---|---|---|---|
| Delivery Time | 3 days | 3 days | 5 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 4 |
Model Validation/Testing | |||
Model Documentation | |||
Data Source Connectivity | |||
Source Code |
Optional add-ons
You can add these on the next page.
Additional Revision
+$5
Additional Model Variation
(+ 1 Day)
+$5
Additional Scenario
(+ 1 Day)
+$5
Additional Graph/Chart
(+ 1 Day)
+$5
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DE
Dinuk E.
Oct 2, 2025
Data
About Mustajab
Data analyst | Data Scientist | Machine Learning | Python
Islamabad, Pakistan - 7:53 am local time
You have data. I help you turn it into decisions that matter.
I'm Mustajab — a Data Scientist and Machine Learning Engineer with 4 years of hands-on experience building predictive models, computer vision pipelines, and analytics solutions for real-world problems. I hold a Machine Learning Specialization from DeepLearning.AI & Stanford University and a Google Advanced Data Analytics Professional Certificate — and I back both up with actual project work, not just theory.
🔸 WHAT I BUILD FOR CLIENTS:
• Predictive models — regression, classification, clustering, time series forecasting
• Computer vision systems — face detection, object detection, image classification (CNN,
OpenCV, PyTorch)
• Anomaly & fraud detection pipelines
• Recommender systems and personalization engines
• Data dashboards and reports in Power BI and Tableau
• End-to-end ML pipelines: data cleaning → feature engineering → model → deployment-ready
output
🔸 TOOLS & STACK:
Python (Pandas, NumPy, Scikit-learn, TensorFlow, Keras, PyTorch) · OpenCV · SQL · Power BI · Tableau · Matplotlib / Seaborn · Jupyter · Excel · SPSS · EViews
🔸 WHY WORK WITH ME:
✔ I write clean, documented code you can maintain and build on
✔ I explain results in plain language — not just model accuracy scores
✔ I respond within 4 hours and keep you updated throughout the project
✔ I'm currently a lecturer in Statistics and Econometrics, so I know how to communicate complex
ideas simply
✔ Your deadline is my deadline
If you need a data scientist who delivers clean code, clear insights, and honest communication — let's talk. Send me a message describing your project and I'll tell you exactly how I can help.
Steps for completing your project
After purchasing the project, send requirements so Mustajab can start the project.
Delivery time starts when Mustajab receives requirements from you.
Mustajab works on your project following the steps below.
Revisions may occur after the delivery date.
I will ask questions about the project.