I am passionate about expanding my knowledge through continuous learning, and distilling complex concepts into clear and straightforward explanations. These tutorials represent some steps taken towards fulfilling this passion. I hope you find them helpful and informative!

Conferences

• E. Loweimi and S. Loveymi, Recent Advances in Interpreting and Understanding DNNs, Iranian Conference on Machine Vision and Image Processing (MVIP), Iran, 2022   Slides   BibTeX

Internal

• Transformers (vs RNN Encoder-Decoders + Attention)   Slides
• Contrastive Learning + CPC   Slides
• Raw Waveform Acoustic Modelling for ASR     Part1     Part2     Part3     Part4
• Overparameterisation in DNNs     Part1     Part2
• Capsule Neural Networks   Slides
• Information Bottleneck   Slides
• Deep Scattering Spectrum (DSS)   Slides
• Kernel Methods in ASR   Slides
• Dual-Mode ASR (Unifying streaming with full-context modelling)   Slides
• WER wer are and WER we think we are? Rethinking evaluation in ASR + History of ASR to 2030   Slides
• Expectation-Maximization (EM)   Slides