Skip to content

Comprehensive analysis projects featuring image classification using VGG19, LDA-based topic modeling, climate change data visualization with Plotly, and Capuchinbird sound analysis using convolutional neural networks (CNNs) with YAMNet.

Notifications You must be signed in to change notification settings

nasim-raj-laskar/DataVis-InsightHub

Folders and files

NameName
Last commit message
Last commit date

Latest commit

Β 

History

29 Commits
Β 
Β 
Β 
Β 
Β 
Β 
Β 
Β 
Β 
Β 

Repository files navigation

DataVis-InsightHub πŸ“ŠπŸŒπŸ“ΈπŸ¦

Welcome to DataVis-InsightHub, a collection of four advanced data analysis projects focusing on image analysis, topic modeling, climate change data, and audio analysis. These projects showcase the power of machine learning, natural language processing, and environmental data analysis with insightful visualizations.

πŸ“ Project List

  1. Image Analysis: VisionAI-ImageAnalyzer πŸ–ΌοΈπŸ”

    • Deep learning-powered image classification using VGG19 and TensorFlow.
    • Tools: OpenCV, TensorFlow, Keras, Matplotlib.
    • Project Click hereβ†’
  2. Text-Insight: LDA Topic Modeling πŸ“πŸ”Ž

    • Uncover hidden topics in text data using Latent Dirichlet Allocation (LDA) with intuitive word cloud visualizations.
    • Tools: Gensim, NLTK, WordCloud, Matplotlib.
    • Project Click hereβ†’
  3. ClimateChange-DataAnalysis πŸŒπŸ“ˆ

    • A collection of environmental data analysis projects, including CO2 emissions, land and forest cover changes, and global temperature trends.
    • Tools: Pandas, Plotly, Seaborn.
    • Project Click hereβ†’
  4. Audio Analysis: Capuchinbird-sound-analysis πŸ¦πŸ”Š

    • A comprehensive machine learning project aimed at detecting Capuchinbird calls from audio data using convolutional neural networks (CNNs) and transfer learning via YAMNet(a pre-trained model designed for sound event detection).
    • Tools: TensorFlow & Keras, YAMNet, pydub, ,Seaborn & Matplotlib.
    • Project Click hereβ†’

About

Comprehensive analysis projects featuring image classification using VGG19, LDA-based topic modeling, climate change data visualization with Plotly, and Capuchinbird sound analysis using convolutional neural networks (CNNs) with YAMNet.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published