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_nvlm-nvidia-open-source-multimodal-ai-model
Machine LearningMultimodal
NVLM 1.0: NVIDIA's Open-Source Multimodal AI Model

sampleImage_automate-text-labeling
Computer VisionText
Automate Text Labeling for Your Image Dataset: A Step-by-Step Guide

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

sampleImage_object-tracking-guide
Machine Learning
The Complete Guide to Object Tracking [Tutorial]

15 min

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

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

sampleImage_detect-data-drift
Data Operations
How To Detect Data Drift on Datasets

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

12 min

sampleImage_object-classification-caltech-101
LearnComputer Vision
Object Classification with Caltech 101

7 min

sampleImage_video-annotation-sam-2-encord
Computer VisionData Curation
How SAM 2 and Encord Transforms Video Annotation

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_cotracker-metai
Machine LearningComputer Vision
Meta AI's CoTracker: It is Better to Track Together for Video Motion Prediction

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

7 min

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

12 min

sampleImage_fastvit-vision-transformer
Machine LearningComputer Vision
FastViT: Hybrid Vision Transformer with Structural Reparameterization

sampleImage_text-2-cinemagraph-explained
Machine Learning
Text2Cinemagraph: Synthesizing Artistic Cinemagraphs

sampleImage_med-palm-explained
Machine LearningHealthcare
Med-PaLM: Google Research’s Medical LLM | Explained

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

sampleImage_tracking-everything-everywhere-all-at-once-explained
Machine Learning
Tracking Everything Everywhere All at Once | Explained

sampleImage_openai-o1
Machine Learning
OpenAI o1: A New Era of AI Reasoning

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

sampleImage_dual-stream-diffusion-net
Machine Learning
Dual-Stream Diffusion Net for Text-to-Video Generation

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

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

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

sampleImage_vector-similarity-search
Machine Learning
What is Vector Similarity Search?

5 min

sampleImage_apples-mm1.5-explained
Machine Learning
Apple’s MM1.5 Explained

sampleImage_vision-fine-tuning-with-openais-gpt-4
Machine Learning
Vision Fine-Tuning with OpenAI's GPT-4: A Step-by-Step Guide

5 min

sampleImage_cvpr-2024
Computer Vision
CVPR 2024: Top Artificial Intelligence and Computer Vision Papers Accepted

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

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

14 min

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

10 min

sampleImage_gemini-robotics
Computer Vision
Gemini Robotics: Advancing Physical AI with Vision-Language-Action Models

sampleImage_intralogistics
Computer Vision
Intralogistics: Optimizing Internal Supply Chains with Automation

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

8 min

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

8 min

sampleImage_gemini-google-ai-model
Machine LearningMultimodal
Google Launches Gemini, Its New Multimodal AI Model

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

8 min

sampleImage_improve-ai-models-data-quality
Data Operations
How Poor Data is Killing Your Models and How to Fix It

sampleImage_balance-computer-vision-datasets
Computer VisionData Operations
9 Ways to Balance Your Computer Vision Dataset

15 min

sampleImage_data-classification
Data Operations
Data Classification 101: Structuring the Building Blocks of Machine Learning 

sampleImage_pdf-processing-in-python
Data Operations
The Python Developer's Toolkit for PDF Processing

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

8 min

sampleImage_vision-transformers
Machine LearningComputer Vision
Introduction to Vision Transformers (ViT)

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

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_i-jepa-explained
Machine Learning
Meta AI’s I-JEPA, Image-based Joint-Embedding Predictive Architecture, Explained

10 min

sampleImage_gpt4-vision
Machine Learning
Exploring GPT-4 Vision: First Impressions

sampleImage_florence-2-explained
Machine Learning
Florence-2: Microsoft's New Foundation Model Explained

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_segment-anything-model-2-sam-2
Computer Vision
Segment Anything Model 2 (SAM 2) & SA-V Dataset from Meta AI

sampleImage_llama-3-1-explained
Machine Learning
Meta’s Llama 3.1 Explained

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

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

7 min

sampleImage_gpt-4o-for-model-development
How to Use GPT-4o for Model Development with Encord

sampleImage_robotic-arm-with-6-degrees-of-freedom-using-computer-vision
Computer Vision
Exploring Vision-based Robotic Arm Control with 6 Degrees of Freedom

8 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_ray-ban-meta-smart-glasses-with-multimodal-ai-and-apple-music
Machine Learning
Ray-Ban Meta Smart Glasses are Getting an Upgrade with Multimodal AI

5 min

sampleImage_microsoft-phi-3-small-language-model
Machine Learning
Phi-3: Microsoft’s Mini Language Model is Capable of Running on Your Phone

8 min

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

8 min

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

10 min

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

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

8 min

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

sampleImage_minigpt-v2-explained
Machine Learning
MiniGPT-v2 Explained