Guldanika Osmonova
About me: I’m a self-taught data scientist with an interdisciplinary background in international research, public policy, and social impact. My journey began in Central Asia, where I worked on issues ranging from education and migration to digital rights and climate. I want to deepen and enhanse my practical skills in Machine Learning.
Total Score: 144
Homework submissions
Homework 1: Introduction to Machine Learning
Score: 7 = 7 (questions) + 0 (FAQ) + 0 (learning in public)
Homework URL: View submission
Homework 2: Machine Learning for Regression
Score: 13 = 5 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://colab.research.google.com/drive/10c4MHTfTQVWY288XrPXCskFpVwOlu7LD?usp=sharing
- https://github.com/Guldanika/machine-learning-zoomcamp-2025/blob/main/REGRESSION/regression_model_for_predicting_the_car_fuel_efficiency.ipynb
- https://www.linkedin.com/posts/guldanika-osmonova11_machine-learning-in-practice-i-decided-ugcPost-7381508601225539584-LbA6?utm_source=share&utm_medium=member_desktop&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
- https://t.me/naive_yet_powerful
- https://medium.com/@osmonova.daniko/diving-deeper-into-machine-learning-lessons-from-linear-regression-80092c1541e5
- https://www.facebook.com/share/p/16a2hgi5zz/
- https://www.instagram.com/share/_4LApNBgR
Homework 3: Machine Learning for Classification
Score: 12 = 4 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://colab.research.google.com/drive/1agq67qDRli0_qmRXjkUn6XDAvZvNcwDn?usp=sharing
- https://github.com/Guldanika/machine-learning-zoomcamp-2025/blob/main/CLASSIFICATION/Homework3_MLZoomcamp2025.ipynb
- https://www.kaggle.com/code/guldanikaosmonova/homework3-mlzoomcamp2025
- https://medium.com/@osmonova.daniko/как-я-поняла-логистическую-регрессию-пока-пекла-торт-984df93c3138
- https://medium.com/@osmonova.daniko/what-baking-taught-me-about-logistic-regression-c1d29554f207
- https://www.facebook.com/share/p/1YjhN93kkH/
- https://www.linkedin.com/posts/guldanika-osmonova11_what-baking-taught-me-about-logistic-regression-activity-7383164078044667904-A9tW?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
Homework 4: Evaluation Metrics for Classification
Score: 13 = 5 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://colab.research.google.com/drive/1q8jvTVnEvszmAwq-ST3Gd7WlcztvTxPN?usp=sharing
- https://github.com/Guldanika/machine-learning-zoomcamp-2025/blob/main/Homework4_Evaluation_metrics_for_classification.ipynb
- https://www.kaggle.com/code/guldanikaosmonova/homework4-evaluation-metrics-for-classification
- https://www.linkedin.com/posts/guldanika-osmonova11_google-colab-activity-7386639555392626688-PmKy?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
- https://www.reddit.com/r/learnmachinelearning/comments/1od07qb/evaluation_metrics_for_classification/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button
- https://www.facebook.com/share/p/1DXr8aPDd2/
- https://t.me/naive_yet_powerful/1/5
Homework 5: Deploying Machine Learning Models
Score: 12 = 4 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://colab.research.google.com/drive/12dZhwiNmqvCN9rIHhMXct51I25oslJYi?usp=sharing
- https://hub.docker.com/repository/docker/guldanika/my-fastapi-app/general
- https://github.com/Guldanika/machine-learning-zoomcamp-2025/tree/main/Deployment_Week5_FastAPI
- https://www.kaggle.com/code/guldanikaosmonova/deployment5-week5
- https://www.linkedin.com/posts/guldanika-osmonova11_mlzoomcamp2025-datascience-mlzoomcamp-activity-7390626552771952640-fFxQ?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
- https://t.me/naive_yet_powerful/1/9
- https://www.facebook.com/share/p/1ANcSm8Kwo/
Homework 6: Decision Trees and Ensemble Learning
Score: 10 = 6 (questions) + 0 (FAQ) + 4 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://www.kaggle.com/code/guldanikaosmonova/week6-trees
- https://github.com/Guldanika/machine-learning-zoomcamp-2025/blob/main/Week_6_Trees/Trees_week_6.ipynb
- https://colab.research.google.com/drive/1KZMp20T0c1XPqVjBfqnHT69fGm8UJVDe?usp=sharing
- https://www.linkedin.com/posts/guldanika-osmonova11_machine-learning-zoomcamp-2025week6trees-activity-7393826997820416000-ZNd0?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
Homework 8: Neural Networks and Deep Learning
Score: 12 = 4 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://colab.research.google.com/drive/1zXKT2pawT9Q7Hv4XzNQ4Dvx7GauDg9v-?usp=sharing
- https://github.com/Guldanika/machine-learning-zoomcamp-2025/blob/main/WEEK%207%20-%20Neural%20Networks/Neural_networks_HW8.ipynb
- https://www.kaggle.com/code/guldanikaosmonova/neural-network-week7-mlzoomcamp
- https://www.facebook.com/share/p/17rwaoLXP3/
- https://www.linkedin.com/posts/guldanika-osmonova11_cnn-%D0%B2-pytorch-%D0%BA%D0%B0%D0%BA-%D1%8F-%D0%BE%D0%B1%D1%83%D1%87%D0%B0%D0%BB%D0%B0-%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D1%8C-%D1%80%D0%B0%D0%B7%D0%BB%D0%B8%D1%87%D0%B0%D1%82%D1%8C-activity-7400820694810415104-Jqo6?utm_source=share&utm_medium=member_desktop&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
- https://t.me/naive_yet_powerful/1/11
- https://www.linkedin.com/posts/guldanika-osmonova11_cnn-in-pytorch-how-i-trained-a-model-activity-7400826500356186112-cOWl?utm_source=share&utm_medium=member_desktop&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
Homework 9: Serverless Deep Learning
Score: 11 = 4 (questions) + 1 (FAQ) + 6 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://colab.research.google.com/drive/1xBy1I5PNNBqi6DX4quFxQXZY6y58Fj-r?usp=sharing
- https://github.com/Guldanika/machine-learning-zoomcamp-2025/blob/main/Serverless_Deep_learning_HW9.ipynb
- https://www.kaggle.com/code/guldanikaosmonova/serverless-deep-learning-hw9
- https://www.facebook.com/share/p/17VYpfzCbb/
- https://www.linkedin.com/posts/guldanika-osmonova11_mlzoomcamp-datascience-docker-activity-7404411430680178688-9sD-?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
- https://t.me/naive_yet_powerful/1/20
Homework 10: Kubernetes
Score: 15 = 7 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://colab.research.google.com/drive/16bMXqf8L0tt-GEQ0_I0MfLoz2TMfWB-n?usp=sharing
- https://github.com/Guldanika/machine-learning-zoomcamp-2025/blob/main/Homework_10_Kubernetes_.ipynb
- https://github.com/Guldanika/lead-scoring-k8s-deployment
- https://www.linkedin.com/posts/guldanika-osmonova11_lead-scoring-ml-model-kubernetes-deployment-activity-7406993498731708418-OVV3?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
- https://t.me/naive_yet_powerful/1/21
- https://www.facebook.com/share/p/1C1E1et4U3/
- https://medium.com/@osmonova.daniko/from-local-ml-deployment-to-production-thinking-99bc9959d1d4
Project submissions
Midterm Project
Project score: 14 Passed
Score: 39 = 14 (project) + 9 (peer review) + 14 (learning in public / project) + 1 (learning in public / peer review) + 1 (FAQ)
Project URL: View project
Learning in public links: Show
- https://github.com/Guldanika/Credit_Card_Fraud_Detection_MlZoomcamp2025_midterm
- https://www.kaggle.com/code/guldanikaosmonova/credit-card-fraud-detection
- https://colab.research.google.com/drive/1gd5345yS7WRlshc-6jdMbISHh4Lsly49?usp=sharing
- https://youtu.be/x-26tp88zHw?si=cT9sufTuCpiHQ1Ew
- https://youtu.be/L4TPK6dOKyA?si=c2BJ6CTT3kPjpSNk
- https://medium.com/@osmonova.daniko/%D0%BA%D0%B0%D0%BA-%D1%8F-%D1%87%D1%83%D1%82%D1%8C-%D0%BD%D0%B5-%D0%BF%D1%80%D0%BE%D0%B2%D0%B0%D0%BB%D0%B8%D0%BB%D0%B0-%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82-mlzoomcamp2025-%D0%B8%D0%B7-%D0%B7%D0%B0-docker-%D0%B8-sklearn-b181bda3ed49
- https://www.facebook.com/share/p/1A3eDaQqcA/
- https://t.me/naive_yet_powerful/1/10
- https://www.linkedin.com/posts/guldanika-osmonova11_github-guldanikacreditcardfrauddetectionmlzoomcamp2025-activity-7396930295553429505-fLWd?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAADuTgkcBi_V21UIlZmWhUJ2jKurgextM4JM
- https://www.reddit.com/r/HotAndCold/comments/1p1alnx/детектор_фрода_по_кредиткам/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button
- https://www.tiktok.com/t/ZTr1GGBnN/
- https://www.instagram.com/reel/DRPn3upkS4n/?igsh=MWY0cmduNnBvdGF3cQ==
- https://www.tiktok.com/t/ZTr17B3Gt/
- https://medium.com/@osmonova.daniko/building-a-credit-card-fraud-detection-api-lessons-from-my-ml-project-a976c0e7c190