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Krishnatheja Vanka

Krishnatheja Vanka

Applied Scientist · Machine Learning Engineer

Working at the intersection of research and production — training models, building ML systems, and closing the gap between experiment and deployment. Writing practical guides on applied ML, scientific computing, and the engineering decisions that make research actually ship.

PythonPyTorchComputer VisionMLOpsCUDAONNXAWS
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Welcome To My Blog
Welcome To My Blog

Welcome To My Blog

I’m thrilled to kick off this blog dedicated to exploring the fascinating world of computer vision — a field where machines learn to see, interpret, and…

March 22, 2025·1 min read
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114 articles

MobileNetV4: A Practitioner’s Deep-Dive
MobileNetV4: A Practitioner’s Deep-DiveNew

MobileNetV4: A Practitioner’s Deep-Dive

beginnercoderesearch

Universal models for the mobile ecosystem (Qin et al., 2024, arXiv:2404.10518v2)

October 15, 2026·34 min read
Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation
Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation

Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation

intermediateresearch

A technical deep dive into arXiv:2609.08084

September 11, 2026·34 min read
Depth Anything V2
Depth Anything V2

Depth Anything V2

intermediateresearch

A Verbose Reading Guide

August 24, 2026·26 min read
FCOS: Fully Convolutional One-Stage Object Detection
FCOS: Fully Convolutional One-Stage Object Detection

FCOS: Fully Convolutional One-Stage Object Detection

beginnerresearch

A Verbose Study Guide to arXiv:1904.01355

August 21, 2026·36 min read
JAX for PyTorch Users
JAX for PyTorch Users

JAX for PyTorch Users

advancedcodetutorial

A Verbose, Beginner-Friendly Guide

August 18, 2026·34 min read
VL-Cache: A Technical Walkthrough
VL-Cache: A Technical Walkthrough

VL-Cache: A Technical Walkthrough

advancedresearch

Sparsity- and Modality-Aware KV Cache Compression for Vision-Language Model Inference Acceleration

August 12, 2026·33 min read
Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment
Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment

Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment

advancedresearch

A section-by-section walkthrough of arXiv:2312.12148v1

August 11, 2026·39 min read
A Beginner’s Guide to Metric Visualization
A Beginner’s Guide to Metric Visualization

A Beginner’s Guide to Metric Visualization

beginnercodemlops

From TensorBoard to MLflow

July 27, 2026·21 min read
3D Gaussian Splatting for Real-Time Radiance Field Rendering
3D Gaussian Splatting for Real-Time Radiance Field Rendering

3D Gaussian Splatting for Real-Time Radiance Field Rendering

advancedresearch

A Deep Technical Guide to Kerbl et al. (SIGGRAPH 2023)

July 26, 2026·18 min read
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