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Akruti Acharya

Akruti Acharya

Akruti is a data scientist and technical content writer with a M.Sc. in Machine Learning & Artificial Intelligence from the University of Birmingham. She enjoys exploring new things and applying her technical and analytical skills to solve challenging problems and sharing her knowledge and experience with her readers.

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All blogs by Akruti Acharya

sampleImage_fine-tuning-vlm-enhancing-geo-spatial-embeddings
Product
Fine-Tuning VLM: Enhancing Geo-Spatial Embeddings

sampleImage_automated-segmentation-tracking-for-video
Product
Announcing Auto-Segmentation Tracking For Video

sampleImage_ai-in-2023-a-retrospective
Machine Learning
AI in 2023: A Retrospective

sampleImage_htj2k-support-for-dicom-files-encord
Product
Announcing HTJ2K Support for DICOM Files in Encord

sampleImage_dual-stream-diffusion-net
machine learning
Dual-Stream Diffusion Net for Text-to-Video Generation

sampleImage_expert-review-with-workflows
Product
Expert Review with Workflows

sampleImage_improving-training-data-with-outlier-detection
Data Operations
Improving Training Data with Outlier Detection

sampleImage_open-source-datasets-ml
machine learning
Top 10 Open Source Datasets for Machine Learning

sampleImage_object-classification-caltech-101
Tutorials
Object Classification with Caltech 101

7 min

sampleImage_slicing-aided-hyper-inference-explained
machine learning
Slicing Aided Hyper Inference (SAHI) for Small Object Detection | Explained

sampleImage_image-annotation-guide
Machine Learning
The Complete Guide to Image Annotation for Computer Vision

7 min

sampleImage_ontologies-for-nuanced-machine-learning-tasks
Product
Addressing Nuanced Machine Learning Tasks with In-Depth Ontologies

sampleImage_embeddings-machine-learning
Machine Learning
The Full Guide to Embeddings in Machine Learning

6 min

sampleImage_detect-data-drift
machine learning
How To Detect Data Drift on Datasets

sampleImage_data-quality-metrics
Data Quality
Data, Label, & Model Quality Metrics in Encord

4 min

sampleImage_llama2-explained
machine learning
Llama 2: Meta AI's Latest Open Source Large Language Model

sampleImage_object-tracking-guide
machine learning
The Complete Guide to Object Tracking [Tutorial]

15 min

sampleImage_fastvit-vision-transformer
machine learning
FastViT: Hybrid Vision Transformer with Structural Reparameterization

sampleImage_text-2-cinemagraph-explained
machine learning
Text2Cinemagraph: Synthesizing Artistic Cinemagraphs

sampleImage_meta-ai-megabyte-model-architecture-explained
machine learning
MEGABYTE, Meta AI’s New Revolutionary Model Architecture, Explained

sampleImage_data-approximation-guide
machine learning
How to use Data Approximation for Computer Vision

8 min

sampleImage_building-machine-learning-model-guide
Machine Learning
How to Build Your First Machine Learning Model

14 min

sampleImage_10-quality-metrics
machine learning
The 10 Computer Vision Quality Assurance Metrics Your Team Should be Tracking

4 min

sampleImage_med-palm-explained
machine learning
Med-PaLM: Google Research’s Medical LLM | Explained

sampleImage_tracking-everything-everywhere-all-at-once-explained
machine learning
Tracking Everything Everywhere All at Once | Explained

sampleImage_tapir-explained
machine learning
TAPIR: Tracking Any Point with per-frame Initialization and temporal Refinement | Explained

sampleImage_cotracker-metai
machine learning
Meta AI's CoTracker: It is Better to Track Together for Video Motion Prediction

sampleImage_5-recent-ai-research-papers
machine learning
5 Recent AI Research Papers

sampleImage_photorealistic-unreal-graphics-pug
machine learning
Meta AI’s Photorealistic Unreal Graphics (PUG)

3 min

sampleImage_six-steps-to-building-to-building-better-computer-vision-models
machine learning
6 Steps to Build Better Computer Vision Models

12 min

sampleImage_meta-transformer-explained
Machine Learning
Meta-Transformer: Framework for Multimodal Learning

sampleImage_visual-foundation-models-vs-state-of-the-art-exploring
machine learning
Visual Foundation Models vs. State-of-the-Art: Exploring Zero-Shot Object Segmentation with Grounding-DINO and SAM

sampleImage_rare-planes-dataset-guide
Tutorials
Exploring the RarePlanes Dataset

sampleImage_vector-similarity-search
machine learning
What is Vector Similarity Search?

5 min

sampleImage_choose-the-best-data-guide-computer-vision
Data Quality
How to Choose the Right Data for Your Computer Vision Project

12 min

sampleImage_mistral-large-explained
Machine Learning
Mistral Large Explained

5 min

sampleImage_overfitting-in-machine-learning
Machine Learning
Overfitting in Machine Learning: ​​How to Detect and Avoid Overfitting in Computer Vision?

8 min

sampleImage_diffusion-models-with-transformers
Machine Learning
Diffusion Transformer (DiT) Models: A Beginner’s Guide

8 min

sampleImage_yolo-object-detection-guide
Machine Learning
YOLO Object Detection Explained: Evolution, Algorithm, and Applications

7 min

sampleImage_guide-to-contrastive-learning
machine learning
Full Guide to Contrastive Learning

8 min

sampleImage_gemini-google-ai-model
machine learning
Google Launches Gemini, Its New Multimodal AI Model

sampleImage_apple-mm1-multimodal-llm
Machine Learning
MM1: Apple’s Multimodal Large Language Models (MLLMs)

10 min

sampleImage_diffusion-models
machine learning
An Introduction to Diffusion Models for Machine Learning

sampleImage_gpt-vision-vs-llava
Machine Learning
GPT-4 Vision vs LLaVA

sampleImage_data-labeling-guide
Data Operations
What is Data Labeling? The Ultimate Guide [2024]

8 min

sampleImage_stable-diffusion-3-text-to-image-model
Computer Vision
Stable Diffusion 3: Multimodal Diffusion Transformer Model Explained

10 min

sampleImage_yolov9-sota-machine-learning-object-dection-model
Machine Learning
YOLOv9: SOTA Object Detection Model Explained

8 min

sampleImage_yolo-world-object-detection
Machine Learning
YOLO World Zero-shot Object Detection Model Explained

10 min

sampleImage_claude-3-explained
Computer Vision
Claude 3 | AI Model Suite: Introducing Opus, Sonnet, and Haiku

10 min

sampleImage_qwen-vl-large-scale-vision-language-models
machine learning
Qwen-VL and Qwen-VL-Chat: Introduction to Alibaba’s AI Models

8 min

sampleImage_llava-large-language-vision-assistant
machine learning
LLaVA, LLaVA-1.5, and LLaVA-NeXT(1.6) Explained

sampleImage_enhancing-data-quality-in-computer-vision
Data Operations
Improving Data Quality Using End-to-End Data Pre-Processing Techniques in Encord Active

10 min

sampleImage_i-jepa-explained
machine learning
Meta AI’s I-JEPA, Image-based Joint-Embedding Predictive Architecture, Explained

10 min

sampleImage_open-ai-sora
machine learning
OpenAI Releases New Text-to-Video Model, Sora

3 min

sampleImage_meta-v-jepa-explained
machine learning
Meta’s V-JEPA: Video Joint Embedding Predictive Architecture Explained

8 min

sampleImage_sam-automate-data-labeling-encord
Data Operations
How to use SAM to Automate Data Labeling in Encord

8 min

sampleImage_performanceyolov9-vs-yolov8-custom-dataset
Product
Comparative Analysis of YOLOv9 and YOLOv8 Using Custom Dataset on Encord Active

8 min

sampleImage_vision-radiology-apple-vision-pro-application
Computer Vision
Apple Vision PRO - Extending Reality to Radiology

8 min

sampleImage_segment-anything-model-explained
machine learning
Meta AI's Segment Anything Model (SAM) Explained: The Ultimate Guide

6 min

sampleImage_build-efficient-ml-pipelines-data-centric-ai-whitepaper
machine learning
Data-Centric AI: Implement a Data Centered Approach to Your ML Pipeline

sampleImage_instance-segmentation-guide-computer-vision
Computer Vision
Instance Segmentation in Computer Vision: A Comprehensive Guide

7 min

sampleImage_florence-2-explained
machine learning
Florence-2: Microsoft's New Foundation Model Explained

sampleImage_mistral-7b-open-source-llm-model
Machine Learning
Mistral 7B: Mistral AI's Open Source Model

sampleImage_image-segmentation-for-computer-vision-best-practice-guide
machine learning
Guide to Image Segmentation in Computer Vision: Best Practices

15 min

sampleImage_gpt4-vision
machine learning
Exploring GPT-4 Vision: First Impressions

sampleImage_openai-dall-e-3-what-we-know-so-far
machine learning
OpenAI’s DALL-E 3 Explained: Generate Images with ChatGPT

sampleImage_train-val-test-split
Machine Learning
Training, Validation, Test Split for Machine Learning Datasets

4 min

sampleImage_minigpt-v2-explained
Machine Learning
MiniGPT-v2 Explained

sampleImage_gpt-vision-vs-gemini-expectations
machine learning
What to Expect From OpenAI’s GPT-Vision vs. Google’s Gemini

sampleImage_vision-transformers
machine learning
Introduction to Vision Transformers (ViT)

sampleImage_demystifying-deep-learning
machine learning
Demystifying Deep Learning: What is Deep Learning?

sampleImage_balance-computer-vision-datasets
machine learning
9 Ways to Balance Your Computer Vision Dataset

15 min