Aaron
About me: With over five years of experience, I specialize as a Machine Learning Engineer, crafting end-to-end solutions for data processing, transformation, and analysis. Proficient in Python and SQL, I excel in data preprocessing, visualization, and model development. I design and build resilient ML pipelines to drive strategic insights and actionable predictions. My full-stack development skills ensure the seamless integration of machine-learning models and data-driven features into robust applications.
Total Score: 225
Homework submissions
Homework 1: Introduction to Machine Learning
Score: 14 = 7 (questions) + 0 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://medium.com/@aarongebremariam.94/model-selection-in-machine-learning-choosing-the-right-model-ce4ea4522869
- https://x.com/Aaron_Gebr/status/1838341667767935250
- https://www.reddit.com/r/dataengineeringjobs/comments/1fson7w/model_selection_in_machine_learningchoosing_the/
- https://news.ycombinator.com/item?id=41694108
- https://mylog.hashnode.dev/model-selection-in-machine-learning-choosing-the-right-model
- https://mylog.hashnode.dev/mastering-machine-learning-with-crisp-dm-the-proven-methodology
- https://x.com/Aaron_Gebr/status/1840647063802896626
Homework 2: Machine Learning for Regression
Score: 12 = 4 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://x.com/Aaron_Gebr/status/1843265937631506731
- https://medium.com/@aarongebremariam.94/regularization-in-machine-learning-a-guide-to-prevent-overfitting-cfda6736712e
- https://www.reddit.com/r/MachineLearning/comments/1fy6f26/regularization_in_machine_learning_a_guide_to/
- https://mylog.hashnode.dev/regularization-in-machine-learning-a-guide-to-prevent-overfitting
- https://news.ycombinator.com/item?id=41769895
- https://www.reddit.com/r/Python/comments/1fygvpk/data_talks_machine_learning/
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
Homework 3: Machine Learning for Classification
Score: 13 = 5 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://www.reddit.com/r/MachineLearning/comments/1g4vzxk/logistic_regression_a_gentle_introduction_for/
- https://mylog.hashnode.dev/logistic-regression-a-gentle-introduction-for-machine-learning-beginners
- https://news.ycombinator.com/item?id=41857444
- https://x.com/Aaron_Gebr/status/1846496744772665582
- https://www.reddit.com/r/MachineLearning/comments/1g4yol5/datatalksclub_ml_zoomcamp/
- https://www.linkedin.com/feed/update/urn:li:activity:7252304621874937857/
- https://x.com/Aaron_Gebr/status/1846543622960799918
Homework 4: Evaluation Metrics for Classification
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://www.linkedin.com/feed/update/urn:li:activity:7254137952128172032/
- https://www.reddit.com/r/MachineLearning/comments/1g9ec9b/datatalksclub_machine_learning_zoomcamp/
- https://x.com/Aaron_Gebr/status/1848664622460461269
- https://www.linkedin.com/feed/update/urn:li:activity:7211015888525754368/
- https://x.com/Aaron_Gebr/status/1813518473865179148
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
- https://x.com/Aaron_Gebr/status/1846543622960799918
Homework 5: Deploying Machine Learning Models
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://www.linkedin.com/feed/update/urn:li:activity:7257336396237918208/
- https://x.com/Aaron_Gebr/status/1846543622960799918
- https://x.com/Aaron_Gebr/status/1813518473865179148
- https://www.reddit.com/r/Python/comments/1fygvpk/data_talks_machine_learning/
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
- https://x.com/Aaron_Gebr/status/1851573889517633542
- https://x.com/Aaron_Gebr/status/1843265937631506731
Homework 6: Decision Trees and Ensemble Learning
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://www.linkedin.com/feed/update/urn:li:activity:7259516095789756416/
- https://x.com/Aaron_Gebr/status/1853751392046854636
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
- https://x.com/Aaron_Gebr/status/1846543622960799918
- https://x.com/Aaron_Gebr/status/1843265937631506731
- https://www.linkedin.com/feed/update/urn:li:activity:7211015888525754368/
- https://www.reddit.com/r/Python/comments/1fygvpk/data_talks_machine_learning/
Homework 8: Neural Networks and Deep Learning
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://news.ycombinator.com/item?id=41694108
- https://x.com/Aaron_Gebr/status/1848664622460461269
- https://medium.com/@aarongebremariam.94/regularization-in-machine-learning-a-guide-to-prevent-overfitting-cfda6736712e
- https://x.com/Aaron_Gebr/status/1846543622960799918
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
- https://news.ycombinator.com/item?id=41857444
- https://www.linkedin.com/feed/update/urn:li:activity:7252304621874937857/
Homework 9: Serverless Deep Learning
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://news.ycombinator.com/item?id=41694108
- https://x.com/Aaron_Gebr/status/1846543622960799918
- https://medium.com/@aarongebremariam.94/regularization-in-machine-learning-a-guide-to-prevent-overfitting-cfda6736712e
- https://news.ycombinator.com/item?id=41857444
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
- https://news.ycombinator.com/item?id=41769895
- https://x.com/Aaron_Gebr/status/1843265937631506731
Homework 10: Kubernetes and TensorFlow Serving
Score: 15 = 7 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://news.ycombinator.com/item?id=41694108
- https://x.com/Aaron_Gebr/status/1848664622460461269
- https://medium.com/@aarongebremariam.94/regularization-in-machine-learning-a-guide-to-prevent-overfitting-cfda6736712e
- https://news.ycombinator.com/item?id=41857444
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
- https://www.linkedin.com/feed/update/urn:li:activity:7277008062899507200/
- https://x.com/Aaron_Gebr/status/1846543622960799918
Project submissions
Midterm Project
Project score: 14 Passed
Score: 38 = 14 (project) + 9 (peer review) + 14 (learning in public / project) + 0 (learning in public / peer review) + 1 (FAQ)
Project URL: View project
Learning in public links: Show
- https://news.ycombinator.com/item?id=41694108
- https://x.com/Aaron_Gebr/status/1840647063802896626
- https://www.reddit.com/r/dataengineeringjobs/comments/1fson7w/model_selection_in_machine_learningchoosing_the/
- https://mylog.hashnode.dev/model-selection-in-machine-learning-choosing-the-right-model
- https://medium.com/@aarongebremariam.94/model-selection-in-machine-learning-choosing-the-right-model-ce4ea4522869
- https://medium.com/@aarongebremariam.94/regularization-in-machine-learning-a-guide-to-prevent-overfitting-cfda6736712e
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
- https://mylog.hashnode.dev/regularization-in-machine-learning-a-guide-to-prevent-overfitting
- https://x.com/Aaron_Gebr/status/1846543622960799918
- https://x.com/Aaron_Gebr/status/1813518473865179148
- https://x.com/Aaron_Gebr/status/1848664622460461269
- https://x.com/Aaron_Gebr/status/1851573889517633542
- https://www.linkedin.com/feed/update/urn:li:activity:7211015888525754368/
- https://x.com/Aaron_Gebr/status/1853751392046854636
Capstone 1
Project score: 13 Passed
Score: 43 = 13 (project) + 9 (peer review) + 14 (learning in public / project) + 6 (learning in public / peer review) + 1 (FAQ)
Project URL: View project
Learning in public links: Show
- https://www.linkedin.com/feed/update/urn:li:activity:7249147029564669952/
- https://x.com/Aaron_Gebr/status/1846543622960799918
- https://x.com/Aaron_Gebr/status/1848664622460461269
- https://medium.com/@aarongebremariam.94/regularization-in-machine-learning-a-guide-to-prevent-overfitting-cfda6736712e
- https://news.ycombinator.com/item?id=41857444
- https://x.com/Aaron_Gebr/status/1853751392046854636
- https://x.com/Aaron_Gebr/status/1851573889517633542
- https://news.ycombinator.com/item?id=41694108
- https://medium.com/@aarongebremariam.94/solving-the-knapsack-problem-with-an-estimation-of-distribution-algorithm-eda-30cde2ad222f
- https://medium.com/@aarongebremariam.94/a-comprehensive-guide-to-univariate-and-multivariate-estimation-of-distribution-algorithms-edas-db80285a5e87
- https://medium.com/@aarongebremariam.94/unlocking-the-power-of-feature-engineering-in-machine-learning-556ddbc933db
- https://mylog.hashnode.dev/regularization-in-machine-learning-a-guide-to-prevent-overfitting
- https://medium.com/@aarongebremariam.94/model-selection-in-machine-learning-choosing-the-right-model-ce4ea4522869
- https://www.linkedin.com/feed/update/urn:li:activity:7268271991663595521/