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AI Applications: Computer Vision and Speech Recognition · LearnSpace
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AI Applications: Computer Vision and Speech Recognition

Курс от Edureka
Средний≈ 12.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Welcome to AI Applications: Computer Vision and Speech Recognition, where you will gain hands-on expertise in using cutting-edge technologies to process visual data and interpret human speech. This course equips you with practical skills to address real-world challenges in computer vision and speech analysis. By the end of this course, you will be able to: - Analyze speech waveforms using advanced audio signal processing techniques. - Develop a strong understanding of computer vision principles and applications. - Perform morphological operations on images and videos within a customized environment. - Implement advanced audio and video processing techniques. - Apply OpenCV functionalities to build robust solutions for image and video analysis. This course is ideal for AI enthusiasts, data scientists, and developers aiming to expand their skills in computer vision and speech recognition. Prior experience with Python programming and a basic understanding of machine learning concepts is recommended for optimal learning. Master the skills required to build intelligent systems in the evolving field of artificial intelligence with this focused course.

Навыки, которые вы освоите

Computer VisionDigital Signal ProcessingApplied Machine Learning

Программа курса

4 модулей · 117 учебных материалов

01Computer Vision with OpenCV45 материалов

Evolution of AI and Computer Vision

Welcome to AI Applications: Computer Vision and Speech RecognitionЧтениеCourse IntroductionВидеоYour Experience with AI for Vision and SpeechDIALOGUEIndustrial Breakthrough in Audio and Speech Recognition Видео

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Edureka

Преподаватель курса

AI Applications: Computer Vision and Speech Recognition
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Обучение на Coursera

≈ 12.8 ч

4 модулей

Язык: Английский

Субтитры: Венгерский, Казахский

Часть программы вашего университета
Speech Recognition TechnologyВидео
Computer Vision ApplicationВидео
Computer Vision Applications: Medical and Plant DiseaseВидео
AI Responsibility PyramidВидео
Evolution of Computer Vision and Speech AnalysisВидео
Evolution of Speech AnalysisВидео
What is OpenCV?Видео
Introduce YourselfОбсуждение
Exploring Technologies for Computer VisionЧтение
Practice Quiz : Evolution of AI and Computer VisionЗадание

Setting Up Environment

Installing OpenCV on Windows ВидеоInstalling OpenCV on Windows: Handling Libraries in JupyterВидеоInstalling Integrated Libraries - NumPy, Matplotlib, SciPy, and PillowВидеоInstalling Integrated Libraries - Dlib, Scikit, and PytorchВидеоEthical Considerations in Computer VisionЧтениеSimplifying OpenCV Environment SetupОбсуждениеPractice Quiz : Setting Up EnvironmentЗадание

Image Processing

Operations on OpenCVВидеоDemonstration: Loading the Image and Encoding Image to RGBВидеоDemonstration: Resizing, Rotating and Flipping the ImageВидеоDemonstration: Gaussian BlurВидеоDemonstration: Edge Detection and ConversionВидеоDemonstration: Image Thresholding - Binary ImageВидеоDemonstration: Different Methods of ThresholdingВидеоDemonstration: Practical Use CasesВидеоWhat is Adaptive ThresholdingВидеоDemonstration of Global Adaptive ThresholdВидеоDemonstration: Implementing Adaptive Thresholding MethodsВидеоLBPH Algorithm: Local Binary Patterns HistogramЧтениеPractice Quiz : Image ProcessingЗадание

Morphological Operations

Morphological OperationsВидеоMorphological Operations in OpenCVВидеоDemonstration: Opening (Dilation and Erosion)ВидеоDemonstration: Closing and Morphological Gradient ВидеоBlackhat and Whitehat TransformationsВидеоDemonstration: Whitehat/TophatВидеоDemonstration: BlackhatВидеоWatershed Algorithm for Image ProcessingЧтениеPractice Quiz : Morphological OperationsЗадание

Module Wrap-Up and Assessment

Summary of Computer Vision with OpenCVВидеоKnowledge Check : Computer Vision with OpenCVЗадание
02Video Processing using OpenCV34 материалов

Video Processing Operations

Video ProcessingВидеоDemonstration: Implementing Frame by Frame Video ProcessingВидеоDemonstration: Exiting the Processing OperationВидеоDemonstration: Initializing the Video FramesВидеоDemonstration: Saving the FramesВидеоDemonstration: Loading the Data ВидеоDemonstration: Reading and Writing Operations ВидеоDemonstration: Histogram MatchingВидеоDemonstration: Matching Source and Reference ImagesВидеоDemonstration: Cumulative Distribution FunctionВидеоDemonstration: Differences in ImagesВидеоMarker-Based Augmented Reality (AR)ЧтениеPractice Quiz : Video Processing Using OpenCVЗадание

Exploring Various Techniques for Face Detection and Recognition

Haar CascadeВидеоHaar Cascade: Algorithm OverviewВидеоHaar Cascade Application and LimitationВидеоDemonstration: Implementation of Haar Cascade AlgorithmВидеоDemonstration: Face Detection Code for Static ImageВидеоDemonstration: Implementing Boundary Box for Face DetectionВидео

Module Wrap-Up and Assessment

Summary of Video Processing with OpenCVВидеоKnowledge Check : Video Processing with OpenCVЗадание
03Speech Recognition and Audio Analysis33 материалов

Speech and it's Variation

Introduction to Speech: Audio Data ВидеоIntroduction to Speech: Human Computer Interaction and ApplicationsВидеоProcessing Speech ВидеоSpeech ProductionВидеоDifficulties in Analyzing SpeechВидеоWorking of Sound WavesВидеоADC and Sample Rate, Bit RateВидеоConversion of ADC (Analog to Digital Converter) to DAC (Digital to Analog Converter)ВидеоDemonstration: Generating SoundВидеоDemonstration: SpectrogramВидеоDemonstration: Signal Frequencies Over TimeВидеоSummary of Audio File AnalysisВидеоDemonstration: Converting a Sound File into WaveformВидеоSpeech Analysis In Cyber SecurityЧтениеThe Role of Speech Analysis in Modern AI ApplicationsОбсуждениеPractice Quiz : Speech and it's VariationЗадание

Digitizing and Analyzing Speech

Human SpeechВидеоSpeech WaveformВидеоDigital Signal ProcessingВидеоMFCC (Mel Frequency Cepstral Coefficient)ВидеоWindowing Formula and CepstrumВидеоDemonstration: Computing the SpectrogramВидео

Module Warp-Up and Assessment

Summary of Speech Recognition and Audio AnalysisВидеоKnowledge Check : Speech Recognition and Audio AnalysisЗадание
04Course Wrap-Up and Assessment5 материалов
Reflecting on AI Applications in Vision & SpeechDIALOGUESummary for AI Applications: Computer Vision and Speech RecognitionВидеоPractice Project - Vehicle Tracking and DetectionЧтениеKnowledge Check : AI Applications: Computer Vision and Speech RecognitionЗаданиеDescribe Your Learning JourneyОбсуждение
Demonstration: Applying Face Detection on ImagesВидео
Introduction to Face RecognitionВидео
Demonstration: Setting Up Pre-requisite Libraries and Loading the ImageВидео
Demonstration: Face Recognition and DetectionВидео
Demonstration: Facial Landmark Detection with File Loading and Library SetupВидео
Demonstration: Adjusting Video details through OpenCVВидео
Demonstration: Face RecognitionВидео
Demonstration: Encoding Facial Landmarks Видео
Demonstration: Implementing Facial Landmarks on ImagesВидео
Demonstration: Implementing Facial Landmarks on VideosВидео
Pros and Cons of OpenCV’s Haar cascade Face DetectorЧтение
The Future of Face Recognition and Security: Opportunities and ChallengesОбсуждение
Practice Quiz : Exploring Various Techniques for Face Detection and RecognitionЗадание
Demonstration: Digitizing the Audio DataВидео
Demonstration: Converting Fragmented Parts of Audio File for Speech RecognitionВидео
Voice Onset, Voice Offset, Tremor, and Noise DetectionВидео
Understanding the Concepts of Voice Onset and OffsetВидео
Tremor DetectionВидео
Demonstration: ZCR, Pitch Detection, Voice Activity DetectionВидео
Demonstration: Tremor DetectionВидео
Speech Processing - Interactive Creation and Evaluation (SPICE) ToolkitЧтение
Practice Quiz : Digitizing and Analyzing SpeechЗадание