Guide to my articles on Machine Learning, AI and Tech Leadership
A regularly updated list of publications by topic, make sure to save!
2 min readOct 15, 2023
Throughout the last few years I have been covering both technical and non-technical topics. I have found that it is much easier to follow a particular thread when articles are organised together by the content. I will be updating this list as more articles will come out. Make sure to save it!
Soft skills and frameworks
- How to Grow Your Career Without Feeling Stuck
- 20 Learnings From Delivering Cross-Functional Machine Learning Projects
- Become An Effective Machine Learning Team Lead
- Acing Machine Learning Interviews
- Three Soft Skills Every PhD Student Gets for Free
- Seven Questions to Ask before Introducing AI into Your Project
- Nine Tools I Wish I Mastered before My PhD in Machine Learning
Image and video processing
- Deep Video Inpainting
- Perceptual Losses for Deep Image Restoration
- Deep Image Quality Assessment
- What is Variable Rate Shading and Why Big Players are Rushing to Get It
Deep learning
- Face Off: Practical Face-Swapping with Machine Learning
- Three challenges in deploying generative models in production
- Deep Lifelong Learning — Drawing Inspiration from the Human Brain
- Convolutional neural networks — the essential summary
- Deep translation quality assessment — even Google does not get it right
- Unsupervised deep learning for data interpolation
Probability theory and statistics
- Beyond Correlation Coefficients and Mean Squared Error
- Active sampling for pairwise comparisons
- Hyper-parameter tuning with Bayesian optimization or how I carved boats from wood
- Dataset fusion for large-scale preference aggregation
- Sampling distributions with an emphasis on Gibbs sampling, practicals and code
- Confidence intervals: parametric and non-parametric resampling
