Comprehensive selection of graduation project topics for data science and big data majors

Table of Contents

Preface

Topic selection

Proposal guidance and suggestions

Foreword

Hello everyone, this is the senior graduation project of Hailang!

Senior year is the busiest time in the entire university. While you are busy preparing for postgraduate entrance examinations, public entrance examinations, teaching qualifications examinations or internships to prepare for further studies and employment after graduation, you also have to expend a lot of energy on your graduation project. The senior has compiled the latest selected topics for the XXXX major for everyone. If you encounter difficulties in selecting a topic or have any questions about the topic, you can ask the senior (see the end of the article)!

If you have any questions about graduation, you can ask the seniors!

More topic selection guidance:

A summary of the latest and most complete selection of recommended graduate topics for computer majors

Hello everyone, this is a special topic selection session for senior students of Hailang. What I will share this time is

Complete selection of graduation project topics for data science and big data majors

Select a topic

Data analysis and mining

Research direction: Exploring and analyzing large-scale data sets to extract valuable information and patterns.
Technical framework: Python data science library (such as NumPy, Pandas, Scikit-learn), R language, SQL database, data visualization tools (such as Matplotlib, Seaborn, Tableau).

Crawling and analyzing e-commerce website clothing data based on Python
Design of interlibrary loan system for university libraries based on Python
Design and implementation of recruitment information crawler system based on Python
Design of smart dormitory system based on Python and eigenface algorithm
Design and implementation of website data analysis system based on Python crawler
Design and implementation of big data analysis system for car companies based on Spark
Design of adolescent mental health assessment system based on big data analysis
Design and implementation of Taobao product price crawler program based on Python
Design and implementation of physical experiment data processing system based on Python
Design and implementation of electronic design competition query system based on Python
Design and implementation of face recognition technology classroom check-in system based on OpenCV
Design and development of blind paper review system based on Python Flask
Zhibao Q&A system based on Python + Flask + MySQL
Material incoming and outgoing data analysis system based on Python + Pandas
Design of website traffic log data analysis system based on Hadoop
Design and implementation of student club management system based on SQLite database
Constructing a remote intelligent monitoring system for radio frequency indicators of radio and television networks based on handheld testers
Lightning activity detection analysis based on DDW1 all-flash three-dimensional lightning positioning system
Design and implementation of seismic data analysis and visualization system based on Spark
Research on car parking reservation service system based on Beidou positioning and big data analysis
Design of power industrial control network threat detection and early warning system based on big data analysis
Mining equipment intelligent analysis and real-time diagnosis application system based on big data analysis
Research on comprehensive intelligent energy management system based on big data analysis and machine learning
Design and application of secondary fault intelligent diagnosis system based on control cloud data analysis
Construction of an intelligent operation and maintenance data analysis system for high-speed rail EMUs based on artificial intelligence
Research on EAST-NBI experimental data analysis system based on neural network
Research on hospital service quality optimization decision support system based on intelligent data analysis
Research on big data analysis of smart meters based on adaptive neuro-fuzzy inference system
Design of temperature and humidity monitoring system for metrological verification based on Micro:bit
Development and application of error-proof verification monitoring system based on MODBUS_TCP
Design of undergraduate learning incentive system based on Python and Tencent Enjoy
Remote power monitoring system based on Python and Modbus protocol
Design and research on automated stress testing system based on Python language
Design and implementation of automatic acquisition system for SST remote sensing data based on web crawler
Design and implementation of automatic question and answer system for domain concept knowledge points based on Wikipedia
Real-time monitoring and trend early warning system for substation bus voltage based on big data analysis
Automatic parameter configuration method of electric power marketing information management system based on big data analysis
Research on interconnected factory system architecture and standardization requirements analysis based on big data analysis
Design and implementation of college student management information system based on big data analysis perspective
Design and implementation of smart employment recommendation system based on big data analysis and artificial intelligence
Development and application of equipment management information system based on online monitoring and big data analysis
Electronic component information crawling and data visualization system design based on Python
Development of evaluation website for buried steel pipeline corrosion protection system based on Python
Development and application of automatic production report generation and delivery system based on Python
Design and implementation of face recognition system based on Python and OpenCV
Design and implementation of automated testing system based on VISA and Django
Design and implementation of body temperature detection and cloud platform multi-machine control system based on face recognition
Material incoming and outgoing data analysis system based on Python + Pandas
Graduation project description format automatic detection system based on Python + Open XML
Big data analysis system for intelligent services in university libraries based on user needs

Machine learning and deep learning

Research direction: Apply machine learning and deep learning algorithms to perform data prediction, classification, clustering and other tasks.
Technology framework: Scikit-learn, TensorFlow, Keras, PyTorch, Apache Mahout.

Traffic sign recognition system based on deep learning
Design of fruit and vegetable identification system based on deep learning
Forest fire identification system based on machine vision
Security inspection image recognition system based on deep learning
Development of license plate recognition system based on deep learning
Pavement crack identification system based on deep learning
Design of gait recognition system based on video surveillance
Spam filtering system based on machine learning
Design of vehicle recognition system based on image processing
Train on-board passenger clearing system based on image recognition
Intelligent traffic light control system based on machine vision
Express barcode recognition system based on deep learning
UAV license plate recognition system based on self-developed flight control
Staff attendance management system based on face recognition
Design of forest fire smoke recognition system based on deep learning
Research on seat detection system in public libraries based on image recognition
Multi-objective flower recognition system based on convolutional neural network
Infrared small target detection based on deep convolutional neural network
Research on mask wearing recognition system based on deep learning
Research and development of crop disease identification system based on deep learning
Design and experiment of tree species identification system based on deep learning
Field corn leaf disease identification system based on image recognition
Design and implementation of campus security system based on image recognition
Intelligent safety monitoring system for copper smelting based on behavior recognition
Intelligent video identification system for abnormal personnel behavior during drilling
Research on visual dashboard generation technology based on deep learning
Football match video action recognition system based on deep learning
Vision-based design of multi-model cascade pantograph analysis system
Research on video-based coal mine safety monitoring behavior recognition system
Real-time basketball referee gesture recognition system based on loss weighting
Design of intelligent identification system for power distribution components based on cloud architecture
Autonomous underwater robot control system and sonar target recognition
Implementation of handwritten digit recognition system based on CNN network
Design of dynamic target recognition and tracking system based on FPGA
Design of color and motion feature recognition system based on FPGA
Intelligent access control system based on Jetson Nano
Design and implementation of license plate recognition system based on OpenCV
Car model recognition based on improved YOLOv5 and video images
Real-time moving target recognition and tracking system based on high-speed DSP
Visual SLAM algorithm based on target detection and semantic segmentation
Implementation of face recognition classroom attendance system based on deep learning
Belt conveyor safety detection system based on video intelligent recognition
Design and implementation of intelligent tracking and identification system for underwater fish targets
Cross-domain adaptive target detection in foggy days based on CNN image enhancement
UAV navigation system based on GPS and computer image recognition
Design of dormitory access control face recognition system based on MATLAB
Deep learning traffic sign recognition system based on YOLOv5
Open-pit mine target detection method based on improved YOLOv5
Damage identification method of cage mesh clothing based on improved YOLOv7
Research and application of gesture recognition rehabilitation system based on computer vision
Research on cyberspace operating system identification technology based on deep learning
Design of multi-objective recognition system for youth artificial intelligence education
Small target detection based on GM-APD lidar data fusion
Grape disease artificial intelligence identification system based on YOLO V3
Design of intelligent identification system for pointer instruments based on YOLO algorithm
Design of courseware recording and broadcasting system based on image recognition positioning and tracking technology
Design and implementation of intelligent identification system for ship targets based on smart chips
Tomato picking robot target detection technology based on YOLOv5s
Design and implementation of automated book binding detection system based on YOLO
Ranging method based on point-line vision/inertial SLAM and target detection
Ship target detection and recognition system based on improved Yolov3 algorithm
Irregular character recognition and extraction method based on improved CNN inkjet coding
Development of experimental system for marine platform damage identification based on convolutional neural network
Research on the application of intelligent supervision of illegal sand mining in northern rivers based on target detection
Research on highway abnormal event monitoring system based on AI video recognition technology
Application research on lightweight identification system of road damage based on CNN intelligent algorithm
Garbage classification and identification system based on Faster R-CNN algorithm
Skynet network structure optimization and high-time-efficiency implementation based on FPGA
Research on belt conveyor roller fault detection based on improved YOLOv5s
Intelligent recognition system for low-voltage energy meter junction box wiring status based on deep learning
Application of crowd density detection system based on deep learning on embedded platform
Anchor-free target detection methods and their application progress in complex scenes
Research and development of self-learning identification system for hidden danger targets in power transmission channels based on cloud/edge collaboration
A video surveillance system for helmet recognition based on SSD target detection algorithm
Smart transportation electric vehicle helmet wearing recognition system based on improved YOLOv5
Research on underwater long-distance target intelligent identification system based on laser gating imaging technology
Intelligent comprehensive detection method of road surface diseases based on deep learning and ArcMap
Design of unmanned car motion interactive control system based on YOLOv5 gesture recognition
Semi-supervised hyperspectral saliency target detection based on superpixel attention and twin structure
Infrared oversampling scanning image point target detection method based on deep convolutional neural network
Target detection and counting method for shrimp fishing vessels based on improved YOLOv7
MIMO-OFDM system modulation identification algorithm based on joint feature parameters and one-dimensional CNN
Design and implementation of embedded logistics commodity inspection system based on improved YOLOv3-Tiny network
Research on the clinical application value of gallbladder cancer auxiliary identification system based on deep neural network Mask R-CNN

Natural language processing and text mining

Research direction: processing and analyzing text data, performing text classification, sentiment analysis, entity recognition and other tasks.
Technical framework: NLTK, spaCy, Gensim, Word2Vec, BERT.

Video data analysis based on Python
Ontology-based heterogeneous text classification system
Intelligent design system for personalized ceramic products
Sentiment analysis based on hotel review data
Research and implementation of facial expression classification system
Design and implementation of Chinese spelling check system
Research on text classification in think tanks based on deep learning
Video classification based on sentiment analysis of barrage text
Internet public opinion monitoring system based on content analysis
Sentiment analysis for online business system reviews
Student classroom emotion analysis based on face recognition
Research on movie review sentiment analysis based on Naive Bayes
Psychological test sentiment analysis based on Bayesian algorithm
Sentiment analysis system based on deep learning and Zhihu
Comparison and implementation of unbalanced text data classification algorithms
Research on travel intelligent recommendation system based on CBR
Analysis and research on hotel evaluation based on emotional tendencies
Design and implementation of intelligent voice conference minutes system
Design and implementation of text classification system based on VSM
Implementation of text classification system based on improved classification model
News topic identification system based on text classification method
Text classification backdoor attack method based on BERT
Research on fault diagnosis of fire control system based on text classification
Automatic evaluation of English translation of literary works based on machine learning
Evolution analysis of hot topics on Weibo based on sentiment analysis
Research on Chinese text classification based on python
Enterprise service text classification system based on domestic policies
Design and implementation of food safety network public opinion analysis system
Research on sentiment analysis of annual reports based on natural language processing
Research on sentiment analysis of Chinese text based on deep learning
Research on sentiment analysis of clothing reviews based on domain dictionary
Classroom teaching behavior analysis system based on artificial intelligence
Research on stock price fluctuation trends based on sentiment analysis of stock reviews
Research and system implementation of personalized recommendation of university public opinion
Voice question and answer system based on clothing recommendation knowledge graph
Cross-domain text sentiment classification based on auxiliary classification network
Evaluation of Chinese text classification system based on analytic hierarchy process
Text sentiment classification system based on TextCNN
Development of text classification system based on Python
Text classification system based on category-based feature selection algorithm
Research on agricultural text classification method based on Naive Bayes
Bayesian opinion evolution model based on Weibo data mining
Research on text classification method based on company A’s customer complaint system
Research and design of automatic scoring system for virtual experiment platform
Construction of disaster information collection system based on Internet news
Research on sentiment analysis of Chinese text based on Spark
Text sentiment analysis based on e-commerce online reviews
Emotional tendency analysis of Weibo short texts based on deep learning
Design and implementation of Weibo enterprise account auxiliary management system
Design and implementation of intelligent question and answer system for tourism field
Automatic classification system of Chinese text based on Chinese character frequency vector
Application of image report text classification technology based on neural network
Research on vulnerability text feature classification technology based on BERT
Research and development of text classification system based on Python
Research on the design of face recognition system based on convolutional neural network
Research on distributed parallel acquisition methods for urban big data
Design of Weibo sentiment analysis system based on Python
Multi-label text classification of Zhihu titles based on deep learning
Design and implementation of legal article prediction system based on multi-model fusion
Research on editing quality prediction and improvement in collaborative editing system
Research and implementation of rental question and answer system based on deep learning
Design of sentiment analysis system for social platforms based on deep learning
Research on product information mining and its application based on sentiment analysis
Application research on cross-domain sentiment analysis based on domain adaptation
Research on sentiment analysis based on set pair information entropy in social networks
Research on intelligent question and answer system based on COVID-19 knowledge graph
Text classification in the field of psychology based on deep learning language model
Design and implementation of Chinese text classification system based on VSM
Research and implementation of automatic text classification system based on concept tree
Research on Web information acquisition methods based on Python
Design of book review recognition system based on RoBERTa model
Research and application of text classification based on improved random forest algorithm
Duplicate defect report detection method integrating text and classification information
Design of precise power grid service and early warning system based on user portraits
Research on sentiment analysis of review text based on VADER rules
Analysis of user emotion trends and concerns based on mask review data
Research on Weibo text emotion classification based on DeBERTa
Research and design of Chinese patent text classification based on deep learning
Research and implementation of host intrusion detection system based on deep learning
Design and implementation of government service hotline system based on speech recognition
Design and implementation of sentiment analysis system based on online shopping product evaluation
Design and implementation of epidemic sentiment analysis system based on deep learning
Design and implementation of product review analysis system based on emotional computing
Research on cross-modal image and text sentiment analysis technology for social networks
Research on short text sentiment analysis technology based on extended sentiment dictionary
Research and application of diabetes question answering system based on knowledge graph
Chinese text classification system based on improved TF-IDF features
Image and text multi-modal fusion classification model based on BERT
Design and implementation of text classification system based on category space model
Research and implementation of text classification system based on vector space model
Mining and sentiment analysis of online text data for adult learners
Design and implementation of mobile phone quality feedback system based on text mining
Design and implementation of user intent recognition system for Weibo search topic words
Sentiment analysis of Chinese comments from elderly mobile phone users based on machine learning
Fine-grained analysis of emotions in international students’ teaching evaluation based on deep learning
Research on named entity recognition in Chinese medical records based on deep learning
Research and implementation of sheep disease question and answer system based on knowledge graph
Research on agricultural online information resource recommendation system based on knowledge graph
Research on product parts design question and answer system based on hand-drawn sketch recognition
Design of automatic classification system for radio and television based on text semantic classification
Design and implementation of text classification visualization system based on CNN model
Accident case text classification method based on BERT pre-training model
Chinese medical text classification method based on Vocab-GCN
Research on neurological triage method based on cost sensitivity and text classification
Research on text classification of nutrition and health information based on SSA-SVM
Design and implementation of text emotion classification system based on Django
Research on the design of Web text classification system based on Hadoop
Research and implementation of real-time text classification system based on suffix tree model
Design and implementation of text data enhancement system based on Python
Design of user review data mining system based on Bayesian classification algorithm
Identification and extraction of fire water system engineering quantity information based on BIM
Design and implementation of Weibo user analysis system based on Python
Design and implementation of Winter Olympics news text collection and classification analysis system
Research on the application of text classification technology in literature screening and qualitative research
Research on social rescue force information management system based on big data technology
Analysis and design of QR code anti-counterfeiting and anti-channelling system based on data mining
Development of smart watch data mining and analysis system based on online shopping reviews
Research and implementation of sentiment analysis method for Qin Opera based on deep learning
Design and implementation of public opinion monitoring system based on LSTM and attention
Research and implementation of intelligent question answering system for government procurement based on knowledge graph
Design and implementation of real-time classroom attendance system based on computer vision
Research on Dual BERT Directed Emotional Text Classification Based on Attention Mechanism
Research and implementation of automatic text classification system based on vector space model
Research and implementation of automatic text classification system based on vector space model
Design and implementation of public opinion monitoring system for medical industry based on crawler technology
Research and implementation of a book management system based on automatic classification of Chinese books
Research on emotion classification system based on hybrid model of CNN and GRU
Price prediction of small agricultural products and system prototype design based on public opinion analysis
Research and application of user review sentiment analysis based on Internet marketing platform
Prosecution decision support and case file classification management system based on text mining
Research on key technologies and model verification of text classification system based on deep learning
Research on the progress of urban biodiversity governance in China based on policy text analysis
Design and development of contemporary college students' values evaluation system based on Baidu Tieba
Research on agricultural question answering system based on improved Bi-LSTM-CRF
Research on text emotion classification based on Attention-CNN
Design and implementation of chapter-level text emotion calculation system based on small sample learning
Research and implementation of text classification system based on rough set and fuzzy clustering theory
Analysis of the treatment rules of osteoporosis with traditional Chinese medicine based on ancient and modern medical records cloud platform
News recommendation system based on improved K-means and convolutional neural network
Intelligent question answering and decision explanation system for incomplete information games based on knowledge graph
Analysis of the text classification system of "China Library Method" based on BERT and its influencing factors
Research on public opinion analysis of "COVID-19 epidemic" based on topic mining and sentiment analysis
Multi-label text classification for electric power information communication customer service system based on BR and GBDT
Spam filtering system based on BERT_DPCNN text classification algorithm
Research on sentiment analysis of online Tibetan travel and food reviews based on Bi-LSTM
Research and implementation of Weibo user interest identification system based on Labeled LDA
Design, implementation and teaching application of community-based Python learning system based on Moodle platform
Mining and sentiment analysis of online text data for adult learners

Examples of senior Hailang’s works:

Project Guidance and Suggestions

Confused about choosing a topic

At the graduation topic setting stage, students were confused about how to choose a topic. Some were asked to choose their own topic, but they didn’t know what topic they should choose. Some were assigned topics by the teacher, but the topics were relatively difficult. The information provided by the instructor and There is very little help and I don’t know where to start. At the same time, you have to prepare for things after graduation, such as postgraduate entrance exams, public exams, internships, etc. While you are busy preparing for exams or internships, you also have to worry about graduation projects.

The importance of topic selection

The topic selection for graduation is actually the top priority. Whether the topic selection is suitable for you will directly affect the subsequent thesis writing and defense. Improper topic selection is likely to lead to a series of troubles in the later period.

Difficulty of topic selection

The topic selection should not be too difficult, nor should it be too simple. Choosing a topic that is too difficult may result in insufficient knowledge reserves to complete the project. Choosing a topic that is too difficult may cause the teacher to disagree with the topic. This is one of the reasons why many students’ topics are called back again and again.

The workload must be enough

Unless it is an algorithmic or scientific research project, the project code must have a certain workload and completeness, otherwise it will be difficult to write a later paper, because the paper must be written based on the project. If the project workload is too small and lacks Research-oriented things will make it difficult to write something of length.

Topic selection help

To help everyone save time, if you don’t understand the topic selection, or related technologies, and don’t know how to start, you can always ask the seniors and I will base it on your specific situation. ,provide help.