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AIAS

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v1.0.0

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Official website | http://www.aias.top/

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Training Course Series 1. Basics

1. JavaCV - Java version of OpenCV implements traditional image processing (provides common code examples)
1. NDArray - java version of numpy for high-performance processing matrix (provides common code examples)

Training Course Series 2. Algorithm Chapter

1. Basics of deep learning algorithms
- Basic knowledge: feedforward neural network, convolutional neural network, recurrent neural network
- Image recognition: image classification, image segmentation, object detection
1. Java version of model development and training
1. pytorch model development and training

Training Course Series 3. Applications - JavaAI Practical Series

1. Image processing_SDK (training commonly used image processing and providing commercially available source code)
- Face toolbox
- HD face repair
- HD pictures and text_Black and white color
1. NLP_SDK (training common natural language processing and providing commercially available source code)
- Code feature vector extraction
- Chinese feature vector extraction
- Multilingual text feature vector extraction
- Machine Translation
1. Web applications (train how to develop web applications and provide commercially available source code)
- OCR, OCR custom template
- Face search
- Search pictures with pictures
- Image text cross-modal search
- Text Search
- Code semantic search
- One-click picture cutout
- Image HD
- Machine Translation
1. AIGC image generation (training how to develop image generation applications and providing commercially available source code)
- How to write AIGC prompt words
- Image generation preprocessing
- Image Generation SD Toolbox
- Model fine-tuning (LoRA)
1. AI desktop application development (training how to develop desktop applications and providing commercially available source code)
- Large model desktop application
- OCR desktop application
- Image high definition zoom
1. Large model
- Principles of large model algorithms (transformer, training, fine-tuning, inference optimization)
- Knowledge Base, RAG Enhanced Generation, etc.
- Prompt word engineering

Project List:

6_web_app - [Web application, front-end VUE, back-end Springboot]

  1). 训练引擎
  2). 语音识别
  3). OCR Web应用
      ...

AI training platform - training The AI training platform provides classification model training capabilities. And provide interfaces for upper-level applications in the form of REST API.
Voice recognition web application - asr - English voice recognition, - Chinese speech recognition.
OCR Web Applications - ocr_web_app - Free text recognition (supports rotation and tilting pictures) - Text pictures are converted to regular (generally not required, because ocr natively supports rotating and tilting pictures) - Table text recognition (the picture must be cut single table picture) - Automatically detect text recognition of tables (supports mixed form text, automatically detects table recognition text, supports multiple forms)

1_image_sdks - [Image Recognition SDK]

  1). 工具箱系列：图像处理工具箱（静态图像）
  2). 目标检测
  3). 图像分割
  4). GAN
  5). 其它类别：OCR等
      ...

OCR Toolbox 1: Direction Detection - ocr_sdks/ ocr_direction_det_sdk - OCR image preprocessing.
OCR Toolbox 2: OCR Text Recognition 1. ocr_sdks/ocr_v3_sdk 1). V3 text detection: - Chinese text detection - English text detection - Multilingual text detection 2). V3 text recognition: - Simplified Chinese - Traditional Chinese - English - Korean - Japanese - Arab - Sanskrit - Tamil - Telugu - Kannadavin - Slav 2. ocr_sdks/ocr_v4_sdk - Native support for skewed text word recognition. - Higher recognition accuracy - Supports Chinese and English.
OCR Toolbox 4: Layout Analysis - ocr_sdks/ocr_layout_sdk Can be used for text recognition. The pipeline processing for table recognition is used. 1). Chinese layout analysis 2). English layout analysis 3). Chinese and English documents - Table area detection
OCR Toolbox 5: Table recognition - ocr_sdks/ocr_table_sdk - Chinese and English table recognition.
Animal classification identification - classification/animal_sdk Animal identification SDK supports classification identification of 7978 species of animals.
Dishes classification identification - classification/dish_sdk Dish recognition SDK supports classification recognition of 8416 dishes.
Fireworks detection - fire_smoke_sdk Fireworks detection, giving the detection frame and confidence.
Pedestrian testing - pedestrian_sdk Pedestrian detection, giving the detection box and confidence.
Smart construction site inspection - smart_construction_sdk Categories that support detection: human body, hard helmet.
Vehicle inspection - vehicle_sdk Vehicle detection, giving the detection box and confidence.

2_nlp_sdks - [Natural Language SDK]

  1). 工具箱系列：sentencepiece，fastText，npy/npz文件处理等。
  2). 大模型
  3). 词向量
  4). 机器翻译
      ...

Sentencepiece word participle - kits/sentencepiece_sdk Java implementation of Sentencepiece participle.
Jieba word participle - lexical_analysis/jieba_sdk Simplified implementation of jieba participle java version.

3_audio_sdks - [Voice Processing SDK]

  1). 工具箱系列：音素工具箱，librosa，java sound，javacv ffmpeg, fft, vad工具箱等。
  2). 声音克隆
  3). 语音合成
  4). 声纹识别
  5). 语音识别
      ...

Chinese Speech Recognition (ASR) 1. Phrase pronunciation - asr_whisper_sdk 2. Long voice - asr_whisper_long_sdk
TTS text to voice - tts_sdk - TTS text to voice.

4_video_sdks - [Video parsing SDK]

  1). 摄像头口罩检测 - camera_facemask_sdk
  2). MP4检测口罩 - mp4_facemask_sdk
  3). rtsp取流检测口罩 - rtsp_facemask_sdk

Video stream analysis

1. Camera mask detection
- camera_facemask_sdk
2. MP4 detection mask
- mp4_facemask_sdk
3. rtsp flow detection mask
- rtsp_facemask_sdk

5_bigdata_sdks - [Big Data SDK]

  1). flink-情感倾向分析【英文】- flink_sentence_encoder_sdk
  2). kafka-情感倾向分析【英文】- kafka_sentiment_analysis_sdk
      ...

Big Data Analysis

flink-Emotional tendency analysis
flink_sentiment_analysis_sdk
kafka-Emotional Procedure Analysis
kafka_sentiment_analysis_sdk
For text with subjective description,
The emotional polarity category of the text can be automatically judged and the corresponding confidence level is given.