Adway Patra’s Post

Trellis Research breaks down the effects of various optimizers on memory and helps you cram more model into less space. Brilliant tutorial that makes it super easy and simple to understand the differences between Adam, Adam 8 Bit, Adafactor and Galore. https://lnkd.in/d6yZwFPp

Trellis Research breaks down the effects of various optimizers on memory and helps you cram more model into less space. Brilliant tutorial that makes it super easy and simple to understand the differences between Adam, Adam 8 Bit, Adafactor and Galore. https://lnkd.in/d6yZwFPp

QLoRA for efficient finetuning of Quantized LLMs, in a single GPU. https://lnkd.in/eApRTzm5

Fine-tuning your image signal processor is a challenging engineering endeavor, yet it is crucial for ensuring top-notch digital image quality. It's time to delve into the intricacies of this process and discover the support and tools at your disposal to successfully navigate these hurdles.

My team and I have developed a method to efficiently extract Hamiltonians from aBN and hBN structures using GNNs, which drastically cuts computational costs compared to traditional DFT. Enter Hamiltonian Magic!  We owe a huge thanks to Constructor for optimizing our workflow for better efficiency and reproducibility.  Reproducibility is key. Stop struggling with research papers, and let Constructor simplify the process: https://lnkd.in/d7CxjXJJ  In this video, Andrei Voicu Tomut will demonstrate how to setup and use Constructor, import a project from Github, and construct workflows that will allow you to iterate faster. 

Electron backscatter diffraction (EBSD) is a well-established SEM technique used to measure crystallographic orientations and determine phase assemblages. Until now, its angular precision limitations have limited its ability to deconvolve phases with similar unit cell structures. Transform your EBSD pattern analysis in our upcoming webinar on 14th November, during which our expert speaker Mark Coleman will showcase our AZtecCrystal EBSD data processing software! Register today to learn more about the key principles behind EBSD pattern simulation and how our AZtecCrystal MapSweeper has implemented fast and versatile pattern matching tools. Sign up now 👉https://okt.to/lpKBk1 #ElectronBackscatterDiffraction #ScanningElectronMicroscope #NanoAnalysis #PhaseID

PERCEPTRON LOSS FUNCTION Although Perceptron Trick works in almost all practical applications, it has its own pitfalls. Explore more on the same and methods to overcome it, in the detailed handwritten notebook whose link is given below. Concepts Covered: 1. Problems with Perceptron Trick 2. Loss Functions 3. Perceptron Loss Function 4. Geometric Intuition of Loss Function 5. Gradient Descent Algorithm 6. Code Implementation of Algorithm Notebook Link: https://lnkd.in/g87isAHV

Fine-tuning your image signal processor can be quite a challenging engineering endeavor, yet it is essential for achieving top-notch digital image quality 🤓 It's time to delve into the intricacies of this process and explore the various resources that can assist you in overcoming these hurdles.

Fine-tuning your image signal processor can be a challenging engineering endeavor, yet it is crucial for achieving high-quality digital images 🤝 It's important to understand the intricacies involved and utilize available resources to successfully address these challenges.

Diffractive Spectral Compensation for #smartglasses @Google 26.12.2024 patent here: https://sco.lt/7WnZqa #gratings #diffraction #incoupler #outcoupler #dispersion #matching "In some embodiments, the diffractive incoupler is configured to compensate for spectral dispersion associated with the diffractive outcoupler by substantially matching a pitch and orientation of a grating of the diffractive incoupler with a pitch and orientation of a grating of the diffractive outcoupler."