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Explore 2000+ Unbiased & Ethically sourced datasets across various AI technologies like Speech Recognition, Computer Vision, Natural Language Processing, Optical Character Recognition, Generative AI, Machine Translation, etc!

Explore 2000+ Unbiased & Ethically sourced datasets across various AI technologies like Speech AI, Vision AI, Language AI, Generative AI, etc!

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BLOGS

Know why, what, when, where and how of the AI, ML & Training dataset

Hire Subject matter experts for LLM evaluation

Subject Matter Experts

Human Expert

Domain Expert

Subject Matter Experts for AI Training and Model Evaluation: Why You Should Partner With Us.

Partner with FutureBeeAI’s SMEs to enhance AI performance, improve dataset quality, and build domain-specific solutions that drive real business impact.

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15 September 2025
unmatched-asr

Speech Recognition Data

Speech AI

ASR

5 Proven Speech Recognition Data Strategies for Unmatched ASR Performance in 2025

Discover 5 proven speech recognition data strategies to boost ASR performance in 2025. Learn how the right datasets improve accuracy, scalability, and real-world AI model reliability.

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8 September 2025
Speech Datasets for Indian languages

Speech Data

Indian Languages

Speech Data for Indian Languages: Fueling India’s AI Revolution

If you are Building AI models for Indian languages and looking for high quality speech datasets, then FutureBeeAI will definitely help you. We FutureBeeAI provide all types of speech datasets for Indian languages that we have mentioned in this article.

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24 August 2024
Hire Subject matter experts for LLM evaluation
10 Min
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15 September 2025
Subject Matter Experts
Human Expert
Domain Expert

Subject Matter Experts for AI Training and Model Evaluation: Why You Should Partner With Us.

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unmatched-asr
10 Min
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8 September 2025
Speech Recognition Data
Speech AI
ASR

5 Proven Speech Recognition Data Strategies for Unmatched ASR Performance in 2025

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Speech Datasets for Indian languages
18 min
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24 August 2024
Speech Data
Indian Languages

Speech Data for Indian Languages: Fueling India’s AI Revolution

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Data annotation for product title and description
5 min
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9 May 2024
Data Annotation
Product Categorisation

What is Product Categorisation and Its Impact on Your Ecommerce Business?

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OCR and Text Recognition
7 min
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16 April 2024
OCR
Text Recognition

Fundamentals of OCR & Text Recognition & Its Training Datasets.

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Improve search relevance with the help of data labeling service
12 min
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9 April 2024
Data Annotation
Search Relevance

Become a Data Labeler for Improving Search Relevance: Understand Search Relevance

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What is Visual Speech Training Data?
9 min
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5 March 2024
Visual Speech Data

Visual Speech Data for Audio-Visual Speech Recognition

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Real vs Synthetics Invoice Dataset
13 Min
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20 February 2024
Real Invoice Dataset
Synthetic Invoice Dataset

Real vs Synthetic Invoice Dataset

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Training Data For Doument processing
9 Min
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13 February 2024
Image Data
Document processing

Exploring Training Datasets for Document Processing 2024

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Video data for computer vision
10 Min
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6 February 2024
Image Data
Video Data

Video Data and Image data for Training Computer Vision models

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Invoice dataset
22 Min
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30 January 2024
OCR Dataset
Invoice Processing

Understanding Invoice Dataset for AI and OCR Model

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Optical character recognition for invoice processing
9 min
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23 January 2024
OCR
Invoice Processing

Invoice Processing with AI! [2024]

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What is Parallel corpora?
7 min
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16 January 2024
Parallel corpora
Machine Translation

What is Parallel Corpora or Training data for Neural Machine Translation?

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Facial Recognition Technology
13 min
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09 January 2024
Facial Recognition

Understanding Fundamentals of Facial Recognition! [2024]

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Text Transcription from Image in multiple languages.
10 min
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02 January 2024
Text Data
Text Recognition

How is AI-powered OCR Transforming Industries?

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In-car voice assistant
13 min
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26 December 2023
In-car voice assistant
ASR

In Car Voice Assistant & It’s Speech Dataset!

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How to check quality of speech data?
11 min
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19 December 2023
OTS Data
Speech Data

Are you buying OTS speech data? Be aware and check these things!

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Gemini and Image based question answers.
8 min
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12 December 2023
VQA
Question-Answering

What is Visual Question Answering: Image Based Question Answer Datasets?

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Voice Assistant Speech Dataset
15 min
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14 November 2023
Voice Commands
Wake Words

Voice Assistant Speech Dataset: Wake words and Voice Commands

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Wake words and Voice Commands
10 min
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07 November 2023
Smart Device
Voice Assistant

Speech Data for Voice Assistant on Smart IOT Devices

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Supervised fine tuning for large language model
22 min
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31 October 2023
SFT
LLM

Supervised Fine-tuning for Large Language Model

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Best Banking Dataset for Machine learning
22 min
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24 October 2023
Customer Experiences
Banking Data

Best Banking Dataset for Machine learning: Empowering Customer Experiences

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Building Trust in AI Systems
11 min
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17 October 2023
Trust in AI
AI for ALL

5 Pillars to Building Trust in AI Systems

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Guide on Bit Depth
13 min
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10 October 2023
Bit Depth
ASR

Detailed Guide on Bit Depth for ASR! [2023]

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Data Evaluation with Human Evaluators
12 min
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03 October 2023
Data Evaluation
Generative Ai

Data Evaluation for LLM: Enhancing Accuracy & Responsibility

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sample rate for speech recognition
12 Min
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26 September 2023
Sample Rate

Detailed Guide on Sample Rate for ASR! [2023]

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Informed consent is my Right!
7 min
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19 September 2023
Informed consent
Data Contributor

Necessity of Informed Consent for Data-Centric AI

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Phases for LLM building
15 Min
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12 September 2023
Pre-training
SFT
RLHF

How LLMs Are Build? In Depth Explanation!

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Training Data Partner
10 min
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05 September 2023
Mixed accent
Diverse data

Mixed Speech Accents: Challenges in ASR Model Training

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Training Data Preparation process for automatic speech recognition model
11 min
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29 August 2023
Training Data
Training Data Preparation

How to prepare training data for Speech Recognition models?

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Reinforcement Learning for Artificial Intelligence
24 min
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22 August 2023
Reinforcement Learning

Demystifying Reinforcement Learning in Artificial Intelligence

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Prompt & Completion in LLM
19 min
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15 August 2023
Prompt & Completion
Large Language Model

Prompt & Completion: Building Blocks for Large Language Model

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Let’s understand the importance of data diversity for Machine learning
14 Min
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08 August 2023
Data Diversity
Training Data

Why is Training Data Diversity Important for Machine Learning, AI

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AI/ML training data partner
19 min
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01 August 2023
Training Data
Data Partner

The Blueprint to Choose the Right AI Training Data Partner!

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Large Language Model, Data, Fine Tuning with Human in the Loop
11 min
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25 July 2023
Large Language Model
Human in the Loop

Large Language Model: Data, Human in the Loop for Fine-Tuning

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Custom Training Data to Fine-Tune Pre-trained Model
9 min
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19 July 2023
Fine-Tuning
Custom Training Data

Fine-Tuning AI Models with Custom Training Data

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Difference between speech and voice recognition
20 min
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12 July 2023
Speech Recognition
Voice Recognition

Speech Recognition vs. Voice Recognition: In Depth Comparison

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Elements of high quality call center voice dataset
15 min
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5 July 2023
Call center speech data
ASR

8 Elements of a High-Quality Call Center Speech Dataset

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Call center speech data
12 Min
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27 June 2023
Conversational AI
Call Center

5 Reasons Why Call Center Speech Data is a Gold Mine!

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ASR technology revolutionizes call centers by integrating conversational AI, transforming customer interactions
21 Min
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21 June 2023
ASR
Conversational AI

How ASR Revolutionizes Conversational AI in Call Centers

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Explore the major hurdles faced by Generative AI, highlighting the key challenges in this evolving field of artificial intelligence
10 Min
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12 June 2023
Generative AI
Challenges

5 Biggest Challenges Facing Generative AI

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Learn 9 straightforward strategies with detailed explanations to prevent overfitting and improve model performance.
20 Min
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17 April 2023
Overfitting

9 Obvious Ways to Prevent Overfitting. Detailed Explanation!

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Witness the AI chat bot battle: Google’s Bard vs Microsoft’s Bing Search
5 Min
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13 April 2023
ChatGPT
Bard

The AI Chat Bot Battle: Google’s Bard vs Microsoft’s Bing Search

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Discover the latest updates in Generative AI and how they're being deployed in various sectors.
15 Min
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10 April 2023
Generative AI
Content generation

Generative AI: Exploring the Latest Developments and Applications

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This is a curated training dataset that has been specially prepared for speech recognition and is ready to be deployed for use in applications.
10 Min
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06 April 2023
Custom training Data
Speech Data

Speech Recognition: Curate Ready to Deploy Training Dataset

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Explore the leading ASR applications revolutionizing businesses across industries and creating new possibilities in 2023
16 min
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03 April 2023
ASR Applications

Top 7 ASR Applications Revolutionizing Industries in 2023

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Learn about the evolution of chatbots and how conversational AI is transforming communication.
25 min
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30 March 2023
Conversational AI

🗯️Hello, Conversational AI: 👋Hi There!

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An informative resource on Word Error Rate and its significance in boosting the performance of ASR technology.
13 min
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27 March 2023
Word Error Rate
ASR

Breaking Down Word Error Rate: An ASR Accuracy Optimization

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Easy-to-Understand Guide on Overfitting and Underfitting in ML
18 Min
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23 March 2023
Overfitting
Underfiltering

Simplest Guide on Overfitting and Underfitting in Machine Learning

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This image provides an overview of the various use cases of language models in natural language processing, such as sentiment analysis, language translation, and text generation.
18 Min
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20 March 2023
Language Model

What is a Language Model: Introduction, Use Cases

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Uncover the key aspects of Narrow AI and AGI, and learn how they impact the world of artificial intelligence.
20 Min
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16 March 2023
Narrow AI & AGI

What are Narrow AI and Artificial General Intelligence(or AGI)?

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Learn all about audio annotation with this extensive guide. Get everything you need to know in one place.
32 Min
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13 March 2023
Audio Annotation

Extensive Guide to Audio Annotation. Everything You Need to Know!

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Discover how to optimize your training dataset collection process while minimizing costs.
17 Min
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09 March 2023
Cost effective training dataset

7 Strategies to Minimize the Cost of Training Dataset Collection

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Discover the best sources for collecting speech data to develop high-quality speech recognition models. Improve your model's accuracy with our recommended sources for speech data collection.
21 Min
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06 March 2023
Speech Recognition
Data Collection

Top Sources for Speech (or Voice) Data Collection

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becoming-a-successful-data-labeler--step-by-step
11 Min
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02 March 2023
Data Annoation
Data Annotator

How to Become a Successful Freelance Data Annotator

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Discover the key role of Image Segmentation in driving advancements in Computer Vision technology and unlocking its full potential.
16 Min
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27 February 2023
Computer vision
Image segmentation

Image Segmentation: A Key Technique in Computer Vision

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Assemble your custom speech dataset with ease and speed using our effortless and rapid method
12 Min
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23 February 2023
Custom Speech Data Collection

Easiest and Quickest Way to Collect Custom Speech Dataset

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Unravel the mysteries of image recognition algorithms and explore their real-world applications. A must-read for anyone interested in AI technology.
22 Min
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20 February 2023
Computer Vision

Demystifying Image Recognition Demystified: Algorithms and Applications?

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Discover the importance of human transcriptionists in transcribing audio to text and providing accuracy and reliability.
19 Min
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16 February 2023
Transcription

Transcription:The Key to improving Automatic Speech Recognition

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Maximizing AI Model Performance with a High-Quality Dataset
19 Min
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09 February 2023
Quality training dataset

Quality Dataset for Robust AI! What makes an ideal Training Dataset?

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Maximize the value of your text data with our NLP Text Annotation services. Add structure and context to enhance NLP performance in various applications
14 Min
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06 February 2023
NLP
Text Annotation

Different Types of Text Annotations in Natural Language Processing

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Polygon Annotation: A Key Technique in Computer Vision
14 Min
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01 February 2023
Data Annotation
polygon Annotation

Polygon Annotation: Methods, Reasons, and Use Cases

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5 Excellent Reasons to Partner with FutureBeeAI for Data Sourcing Needs
14 Min
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30 January 2023
Data Annotation
AI Data

5 Ways to Supercharge Data-Sourcing & Annotation with FutureBeeAI

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Machine_Learning_Data_Annotation_and_Labeling_Techniques_For_Beginers
11 Min
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25 January 2023
Data Annotation
Computer Vision

Important Factors to Consider When Choosing a Data Annotation Outsourcing Service

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Machine_Learning_Data_Annotation_and_Labeling_Techniques_For_Beginers
18 Min
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23 January 2023
Machine Learning
Data Annotation

Data Annotation and Labeling Techniques for Machine Learning: A Beginner’s Guide

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Automatic Speech Recognition & Types of Speech Datasets
22 Min
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19 January 2023
Speech data
Automatic Speech Recognition

Revolutionizing Communication with Automatic Speech Recognition: A Guide to ASR and Speech Datasets Types

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Image and video annotation for robust computer vision AI
12 Min
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17 January 2023
Data annotation
Computer vision

Data Annotation Techniques for Computer Vision: A Look at the Most Common Types

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Training dataset for machine learning
12 Min
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11 January 2023
AI Training Data

All about Training Dataset in Machine Learning

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AI understanding real world
11 Min
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5 January 2023
Artificial Intelligence
AI dataset

What is artificial intelligence (AI) & how does it comprehend the real world?

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Driver Monitoring System for Automotive AI
6 Min
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03 January 2023
Conversational AI
Voicebot

Conversational AI: A Speech Data Collection Methods

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AI application in Banking, finance, and insurance industry to enhance customer experience
7 Min
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27 December 2022
Banking & Finance
Insurance

How AI Enables Better Customer Experience in the BFSI?

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Driver Monitoring System for Automotive AI
8 Min
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20 December 2022
Automotive AI
Driver Monitoring System

What is Driver Drowsiness Detection System & How does training data aid DDS algorithms?

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Dive into our comprehensive guide on ADAS, examining its innovative features, benefits, and the impact on vehicle safety and driving experiences.
42 Min
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13 December 2022
Automotive AI
ADAS

What is ADAS? Explore Every Aspect of Driving Assistance

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