Edureka
Mastering AI: Neural Nets, Vision System, Speech Recognition Specialization
Edureka

Mastering AI: Neural Nets, Vision System, Speech Recognition Specialization

Master AI to Build Intelligent Systems and Drive Innovation

Edureka

Instructor: Edureka

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Intermediate level

Recommended experience

4 months
at 5 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 months
at 5 hours a week
Flexible schedule
Learn at your own pace

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Specialization - 4 course series

What you'll learn

  • Write Python programs using core concepts like variables, data types, and control flow.

  • Apply NumPy and Pandas to manipulate and analyze data efficiently.

  • Create insightful data visualizations using Matplotlib, Seaborn, and Plotly for effective reporting.

  • Perform statistical analysis and probability tests to solve data-driven problems and validate hypotheses.

Skills you'll gain

Category: Python (Programming Language)
Category: Data Visualization
Category: Data Analysis
Category: Statistical Analysis
Category: Data Manipulation

What you'll learn

  • Explore machine learning algorithms, including supervised, unsupervised, and semi-supervised methods.

  • Apply decision trees, random forests, and K-means clustering for classification and clustering.

  • Develop machine learning models to gain insights and make predictions from real-world data.

  • Enhance model accuracy by applying model-boosting techniques and evaluating their effectiveness.

Skills you'll gain

Category: Association Rule Mining and Recommendation
Category: Data Analysis
Category: Supervised Learning
Category: Linear Regression
Category: Machine Learning

What you'll learn

  • Understand the core components of deep learning models and their role in AI.

  • Apply CNN, R-CNN, and Faster R-CNN for object detection tasks.

  • Implement RNNs and LSTMs for sequential data processing.

  • Optimize and evaluate deep learning models for improved performance.

Skills you'll gain

Category: Implementing Optimizing Algorithms
Category: Manipulating complex datasets
Category: Analyzing different types frameworks
Category: Building SLP and MLP models
Category: Creating models with different algorithms

What you'll learn

  • Analyze speech waveforms and apply audio signal processing techniques.

  • Develop and implement computer vision algorithms using OpenCV.

  • Perform morphological operations on images and videos for data manipulation.

  • Apply speech recognition techniques for digitizing and analyzing audio signals.

Skills you'll gain

Category: Computer Vision
Category: Image and Video Processing with OpenCV
Category: Speech Recognition
Category: Speech Analysis and Processing
Category: Morphological Image Operations

Instructor

Edureka
Edureka
60 Courses58,818 learners

Offered by

Edureka

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