idx
int64 0
99
| title
stringlengths 39
82
| label
stringclasses 5
values |
|---|---|---|
0 | Exploring Deep Learning Architectures for Image Recognition | Computer Vision |
1 | Advancements in Neural Network Models for Speech Recognition | Neural Networks |
2 | Efficient Reinforcement Learning Agents for Decision Making | Reinforcement Learning |
3 | Unsupervised Feature Learning for Cluster Analysis | Unsupervised Learning |
4 | Natural Language Processing Techniques for Sentiment Analysis | Natural Language Processing |
5 | Real-time Object Detection using Convolutional Neural Networks | Computer Vision |
6 | Neural Networks in Image Classification: A Deep Dive | Neural Networks |
7 | Optimizing Agent Strategies with Q-Learning | Reinforcement Learning |
8 | Hierarchical Clustering Algorithms for Data Segmentation | Unsupervised Learning |
9 | NLP Algorithms for Sentiment Analysis in Social Media | Natural Language Processing |
10 | Real-time Facial Recognition Using Deep Convolutional Neural Networks | Computer Vision |
11 | Convolutional Neural Networks for Real-Time Image Processing | Neural Networks |
12 | Applying Reinforcement Learning to Robotics for Autonomous Navigation | Reinforcement Learning |
13 | An Overview of Unsupervised Learning Techniques in Data Science | Unsupervised Learning |
14 | Understanding Context in Conversational Agents | Natural Language Processing |
15 | Automated Lane Detection in Autonomous Vehicles | Computer Vision |
16 | An Overview of Convolutional Neural Networks for Image Recognition | Neural Networks |
17 | Deep Reinforcement Learning for Game Playing | Reinforcement Learning |
18 | Dimensionality Reduction Techniques Using Autoencoders | Unsupervised Learning |
19 | Syntactic Parsing Techniques for Improved Language Understanding | Natural Language Processing |
20 | Object Detection in Video Streams: A Survey | Computer Vision |
21 | Training Deep Neural Networks with Noisy Data | Neural Networks |
22 | Reinforcement Learning in Game AI: Strategies for Winning | Reinforcement Learning |
23 | Clustering Algorithms for Image Segmentation: A Comparative Study | Unsupervised Learning |
24 | Machine Translation with Sequence-to-Sequence Models | Natural Language Processing |
25 | Image Classification with Deep Convolutional Neural Networks | Computer Vision |
26 | The Impact of Neural Networks on Real-Time Language Translation | Neural Networks |
27 | Reinforcement Learning Algorithms for Robotic Control | Reinforcement Learning |
28 | Anomaly Detection in Network Traffic with Self-Organizing Maps | Unsupervised Learning |
29 | Text Classification Algorithms for Spam Detection | Natural Language Processing |
30 | 3D Scene Reconstruction from Multiple Images | Computer Vision |
31 | An Overview of Recurrent Neural Networks | Neural Networks |
32 | Leveraging Reinforcement Learning for Stock Market Prediction | Reinforcement Learning |
33 | Dimensionality Reduction Methods: Principal Component Analysis and Beyond | Unsupervised Learning |
34 | Sentiment Analysis in Social Media Posts | Natural Language Processing |
35 | Semantic Segmentation of Urban Scenes using Deep Learning | Computer Vision |
36 | Comparative Study of Recurrent Neural Networks for Time-Series Analysis | Neural Networks |
37 | Model-Free Reinforcement Learning Techniques | Reinforcement Learning |
38 | Latent Dirichlet Allocation for Topic Modeling in Text Documents | Unsupervised Learning |
39 | Semantic Role Labeling for Enhanced NLP Tasks | Natural Language Processing |
40 | Automatic Road Sign Detection and Classification | Computer Vision |
41 | Neural Networks in Financial Market Prediction | Neural Networks |
42 | Reinforcement Learning Techniques for Real-Time Bidding | Reinforcement Learning |
43 | Generative Models for Synthetic Data Generation | Unsupervised Learning |
44 | Text Classification with Support Vector Machines | Natural Language Processing |
45 | 3D Reconstruction from Multiple Images using Machine Learning | Computer Vision |
46 | Enhancing Robotic Vision with Deep Neural Networks | Neural Networks |
47 | Reinforcement Learning in Multi-Agent Systems | Reinforcement Learning |
48 | Gaussian Mixture Models for Soft Clustering | Unsupervised Learning |
49 | The Impact of Word Embeddings on NLP Tasks | Natural Language Processing |
50 | Implementing Augmented Reality in Mobile Applications | Computer Vision |
51 | Understanding the Basics of Deep Belief Networks | Neural Networks |
52 | Using Reinforcement Learning for Traffic Flow Optimization | Reinforcement Learning |
53 | Unsupervised Learning in Text Mining: Latent Dirichlet Allocation | Unsupervised Learning |
54 | Named Entity Recognition for Information Extraction | Natural Language Processing |
55 | Robust Facial Recognition with Deep Learning Techniques | Computer Vision |
56 | Neural Network Architectures for Facial Recognition Systems | Neural Networks |
57 | Applying Deep Reinforcement Learning to Online Advertising | Reinforcement Learning |
58 | Spectral Clustering for Image Segmentation | Unsupervised Learning |
59 | Exploring Contextual Word Embeddings for Better Language Models | Natural Language Processing |
60 | Advances in Optical Character Recognition Systems | Computer Vision |
61 | Generative Adversarial Networks: Theory and Applications | Neural Networks |
62 | The Role of Reinforcement Learning in Personalized Education | Reinforcement Learning |
63 | A Survey of Unsupervised Learning Methods in Bioinformatics | Unsupervised Learning |
64 | Topic Modeling in Large Scale Text Corpora | Natural Language Processing |
65 | Efficient Object Tracking in Video Surveillance | Computer Vision |
66 | Advancements in Generative Adversarial Networks: Implications for Art and Design | Neural Networks |
67 | Exploration vs. Exploitation in Reinforcement Learning | Reinforcement Learning |
68 | An Introduction to Self-Organizing Maps for Visualization | Unsupervised Learning |
69 | Challenges in NLP: Handling Ambiguity and Polysemy | Natural Language Processing |
70 | High-Performance Image Processing for Autonomous Vehicles | Computer Vision |
71 | Ensemble Learning with Neural Networks for Classification | Neural Networks |
72 | Integrating Reinforcement Learning with Deep Learning for Advanced Control Systems | Reinforcement Learning |
73 | Topological Data Analysis for Uncovering Hidden Structures in Large Datasets | Unsupervised Learning |
74 | Linguistic Features for Language Identification | Natural Language Processing |
75 | Deep Learning-based Aerial Image Analysis for Satellite Imagery | Computer Vision |
76 | Exploring the Efficiency of Residual Networks in Deep Learning | Neural Networks |
77 | Using Temporal Difference Learning in Reinforcement Learning | Reinforcement Learning |
78 | Generative Adversarial Networks for Unsupervised Data Generation | Unsupervised Learning |
79 | Latest Trends in Transformer Models for NLP | Natural Language Processing |
80 | The Impact of Transfer Learning on Image Classification Tasks | Computer Vision |
81 | Recent Trends in Neural Network Research | Neural Networks |
82 | The Impact of Reinforcement Learning on Healthcare Diagnostics | Reinforcement Learning |
83 | Uncovering Community Structure in Social Networks Using Unsupervised Learning | Unsupervised Learning |
84 | Semantic Role Labeling for Understanding Text | Natural Language Processing |
85 | Real-time Gesture Recognition using Convolutional Neural Networks | Computer Vision |
86 | Leveraging Neural Networks for Autonomous Vehicle Navigation | Neural Networks |
87 | Improving Reward Functions in Reinforcement Learning | Reinforcement Learning |
88 | Partitioning of Data Using K-Means Clustering | Unsupervised Learning |
89 | The Role of Attention Mechanisms in NLP | Natural Language Processing |
90 | Developing Convolutional Neural Networks for Real-time Surveillance | Computer Vision |
91 | Neural Networks for Time Series Forecasting | Neural Networks |
92 | Reinforcement Learning for Energy Management in Smart Grids | Reinforcement Learning |
93 | Unsupervised Learning Approaches for Anomaly Detection in Time Series Data | Unsupervised Learning |
94 | Building a Neural Machine Translation System | Natural Language Processing |
95 | A Deep Learning Approach to Identifying Road Infrastructure | Computer Vision |
96 | Neural Network Approaches for Anomaly Detection in Network Security | Neural Networks |
97 | Applying Reinforcement Learning to Energy Grid Management | Reinforcement Learning |
98 | Evaluating Clustering Stability with Silhouette Coefficients | Unsupervised Learning |
99 | NLP in Machine Translation: From Rule-Based to Neural Models | Natural Language Processing |
MLResearchCategorization
tags: titles, classification, subgenre
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'MLResearchCategorization' dataset contains a curated collection of research paper titles within the field of machine learning. Each title is associated with a specific subgenre label indicating the research's focus area, such as 'Neural Networks', 'Natural Language Processing', 'Reinforcement Learning', 'Computer Vision', or 'Unsupervised Learning'. The dataset serves as a reference for machine learning practitioners and researchers aiming to classify and study machine learning papers according to their subgenres.
CSV Content Preview:
title,label
"Exploring Deep Learning Architectures for Image Recognition",Computer Vision
"Advancements in Neural Network Models for Speech Recognition",Neural Networks
"Efficient Reinforcement Learning Agents for Decision Making",Reinforcement Learning
"Unsupervised Feature Learning for Cluster Analysis",Unsupervised Learning
"Natural Language Processing Techniques for Sentiment Analysis",Natural Language Processing
Source of the data:
The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query '':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=&dataset=MLResearchCategorization&tags=titles,+classification,+subgenre
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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