Michał Oleszak
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Authoring

Speaking

2024

The MLOps Podcast

Driving Innovation: Machine Learning in Auto Claims Processing.

2022

Data Science Summit Conference

Talk: "Self-supervised learning in medicine: X-ray analysis with few labeled examples".

Teaching

2023 – present

Deep Learning for Images with PyTorch

Interactive online course at DataCamp. Learn about object recognition, image segmentation including semantic, instance, and panoptic types, and image generation with GANs.

2023 – present

Intermediate Deep Learning with PyTorch

Interactive online course at DataCamp. Learn about fundamental deep learning architectures such as CNNs, RNNs, LSTMs, and GRUs for modeling image and sequential data.

2022

Deep Learning for Image Analysis

Trainer at the European Molecular Biology Laboratory's (EMBL) deep learning course, guiding participants as they worked on segmenting and classifying cells in microscope images.

2020 – present

Bayesian Data Analysis in Python

Interactive online course at DataCamp. Learn all about the advantages of the Bayesian approach to data analysis, and apply it to a variety of real-world use cases.

2019 – present

Handling Missing Data with Imputations in R

Interactive online course at DataCamp. Diagnose, visualize and treat missing data with a range of imputation techniques with tips to improve your results.

Guest Writing

NannyML Bad Machine Learning Models Can Still Be Well-Calibrated NannyML Detecting Covariate Shift: A Guide to the Multivariate Approach NannyML How to Detect Data Drift with Hypothesis Testing NannyML Detecting Concept Drift: Impact on ML Performance neptune.ai Detecting and Fixing Dead Neurons in Foundation Models neptune.ai Transformers Key-Value Caching Explained neptune.ai RLHF For LLMs neptune.ai Adversarial Machine Learning: Defense Strategies neptune.ai Zero-Shot and Few-Shot Learning with LLMs neptune.ai Feature Selection Methods and How to Choose Them neptune.ai Reducing Pipeline Debt With Great Expectations neptune.ai Organizing ML Monorepo With Pants Deepchecks Deepchecks: Agent Evaluation Out-of-the-Box Deepchecks Debugging and Improving RAG Pipelines Deepchecks Why Prompt Injection Still Works DataCamp Regularization in R: Ridge, Lasso and Elastic Net DataCamp Visualize Missing Data with VIM Package MLOps Community Monitoring Regression Models Without Ground-Truth
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