✨作者主页:IT研究室✨
个人简介:曾从事计算机专业培训教学,擅长Java、Python、微信小程序、Golang、安卓Android等项目实战。接项目定制开发、代码讲解、答辩教学、文档编写、降重等。
☑文末获取源码☑
精彩专栏推荐⬇⬇⬇
Java项目
Python项目
安卓项目
微信小程序项目
文章目录
- 一、前言
- 二、开发环境
- 三、系统界面展示
- 四、代码参考
- 五、论文参考
- 六、系统视频
- 结语
一、前言
在个性化智能学习系统中,管理员负责系统用户账户的管理、考试记录的查看与分析、试题的创建与维护、公告信息的发布与更新、试卷的生成与分发、学习资源的整合与管理;学生则能够查看系统公告以获取最新信息、浏览和利用学习资源进行自主学习、参加在线考试以检验学习成果、查看考试记录以追踪自己的学习进度和成绩、通过错题本分析自己的知识薄弱点并进行针对性复习。系统通过这些功能模块的整合,旨在提供一个定制化、智能化的学习环境,满足不同学生的学习需求,提高学习效率和质量。
随着教育信息化的推进和个性化教育理念的普及,个性化智能学习系统应运而生。该系统通过智能技术,如大数据分析、机器学习等,为学生提供个性化的学习资源和学习路径推荐,以适应每个学生的学习习惯和能力水平。据相关研究显示,个性化学习可以显著提高学生的学习动机和成绩。
现有的个性化学习系统在实现个性化教学方面仍存在一些挑战。例如,一些系统缺乏有效的学习行为分析和预测模型,难以为学生提供准确的个性化推荐;部分系统学习资源更新不够及时,无法满足快速变化的教育需求;此外,一些系统的用户界面设计不够友好,影响了学生的学习体验。
本课题旨在设计并实现一个高效、智能的个性化学习系统,该系统能够根据学生的学习行为和成绩数据,智能推荐适合的学习资源和学习路径。系统将采用先进的数据分析和机器学习技术,实现个性化学习资源的精准推送和学习过程的实时监控,以提高学生的学习效率和成绩。
本课题的研究具有重要的理论意义和实际意义。从理论角度来看,它为教育技术领域提供了新的研究思路,即如何利用智能技术实现教育的个性化。从实际角度来看,个性化智能学习系统的应用将有助于提高学生的学习体验和学习效果,促进教育公平,推动教育现代化的发展。同时,系统的推广应用还将为教育工作者提供丰富的教学资源和工具,提高教学质量和效率。
二、开发环境
- 开发语言:Java/Python
- 数据库:MySQL
- 系统架构:B/S
- 后端:SpringBoot/SSM/Django/Flask
- 前端:Vue
三、系统界面展示
- 个性化智能学习系统界面展示:
学生-在线考试:
学生-查看学习资源:
学生-查看考试记录:
学生-查看错题本:
管理员-试题管理:
管理员-试卷管理:
管理员-学习资源管理:
四、代码参考
- 项目实战代码参考:
@RestController
@RequestMapping("/exampaper")
public class ExampaperController {
@Autowired
private ExampaperService exampaperService;
@Autowired
private ExamquestionService examquestionService;
@Autowired
private ExamquestionbankService examquestionbankService;
@Autowired
private ExamrecordService examrecordService;
/**
* 后端列表
*/
@RequestMapping("/page")
public R page(@RequestParam Map<String, Object> params,ExampaperEntity exampaper,
HttpServletRequest request){
EntityWrapper<ExampaperEntity> ew = new EntityWrapper<ExampaperEntity>();
PageUtils page = exampaperService.queryPage(params, MPUtil.sort(MPUtil.between(MPUtil.likeOrEq(ew, exampaper), params), params));
return R.ok().put("data", page);
}
/**
* 前端列表
*/
@IgnoreAuth
@RequestMapping("/list")
public R list(@RequestParam Map<String, Object> params,ExampaperEntity exampaper,
HttpServletRequest request){
EntityWrapper<ExampaperEntity> ew = new EntityWrapper<ExampaperEntity>();
PageUtils page = exampaperService.queryPage(params, MPUtil.sort(MPUtil.between(MPUtil.likeOrEq(ew, exampaper), params), params));
return R.ok().put("data", page);
}
/**
* 列表
*/
@RequestMapping("/lists")
public R list( ExampaperEntity exampaper){
EntityWrapper<ExampaperEntity> ew = new EntityWrapper<ExampaperEntity>();
ew.allEq(MPUtil.allEQMapPre( exampaper, "exampaper"));
return R.ok().put("data", exampaperService.selectListView(ew));
}
/**
* 查询
*/
@RequestMapping("/query")
public R query(ExampaperEntity exampaper){
EntityWrapper< ExampaperEntity> ew = new EntityWrapper< ExampaperEntity>();
ew.allEq(MPUtil.allEQMapPre( exampaper, "exampaper"));
ExampaperView exampaperView = exampaperService.selectView(ew);
return R.ok("查询线上测试表成功").put("data", exampaperView);
}
/**
* 后端详情
*/
@RequestMapping("/info/{id}")
public R info(@PathVariable("id") Long id){
ExampaperEntity exampaper = exampaperService.selectById(id);
return R.ok().put("data", exampaper);
}
/**
* 前端详情
*/
@IgnoreAuth
@RequestMapping("/detail/{id}")
public R detail(@PathVariable("id") Long id){
ExampaperEntity exampaper = exampaperService.selectById(id);
return R.ok().put("data", exampaper);
}
/**
* 后端保存
*/
@RequestMapping("/save")
public R save(@RequestBody ExampaperEntity exampaper, HttpServletRequest request){
//ValidatorUtils.validateEntity(exampaper);
exampaperService.insert(exampaper);
return R.ok();
}
/**
* 前端保存
*/
@RequestMapping("/add")
public R add(@RequestBody ExampaperEntity exampaper, HttpServletRequest request){
//ValidatorUtils.validateEntity(exampaper);
exampaperService.insert(exampaper);
return R.ok();
}
/**
* 获取用户密保
*/
@RequestMapping("/security")
@IgnoreAuth
public R security(@RequestParam String username){
ExampaperEntity exampaper = exampaperService.selectOne(new EntityWrapper<ExampaperEntity>().eq("", username));
return R.ok().put("data", exampaper);
}
/**
* 修改
*/
@RequestMapping("/update")
@Transactional
@IgnoreAuth
public R update(@RequestBody ExampaperEntity exampaper, HttpServletRequest request){
//ValidatorUtils.validateEntity(exampaper);
exampaperService.updateById(exampaper);//全部更新
return R.ok();
}
/**
* 删除
*/
@RequestMapping("/delete")
public R delete(@RequestBody Long[] ids){
exampaperService.deleteBatchIds(Arrays.asList(ids));
return R.ok();
}
/**
* 前端智能排序
*/
@IgnoreAuth
@RequestMapping("/autoSort")
public R autoSort(@RequestParam Map<String, Object> params,ExampaperEntity exampaper, HttpServletRequest request,String pre){
EntityWrapper<ExampaperEntity> ew = new EntityWrapper<ExampaperEntity>();
Map<String, Object> newMap = new HashMap<String, Object>();
Map<String, Object> param = new HashMap<String, Object>();
Iterator<Map.Entry<String, Object>> it = param.entrySet().iterator();
while (it.hasNext()) {
Map.Entry<String, Object> entry = it.next();
String key = entry.getKey();
String newKey = entry.getKey();
if (pre.endsWith(".")) {
newMap.put(pre + newKey, entry.getValue());
} else if (StringUtils.isEmpty(pre)) {
newMap.put(newKey, entry.getValue());
} else {
newMap.put(pre + "." + newKey, entry.getValue());
}
}
params.put("sort", "clicktime");
params.put("order", "desc");
PageUtils page = exampaperService.queryPage(params, MPUtil.sort(MPUtil.between(MPUtil.likeOrEq(ew, exampaper), params), params));
return R.ok().put("data", page);
}
/**
* 组卷
*/
@RequestMapping("/compose")
public R compose(HttpServletRequest request,@RequestParam Long paperid, @RequestParam String papername, @RequestParam Integer radioNum,
@RequestParam Integer multipleChoiceNum, @RequestParam Integer determineNum, @RequestParam Integer fillNum, @RequestParam Integer subjectivityNum){
//如果已存在考试记录,不能进行重新组卷
if(examrecordService.selectCount(new EntityWrapper<ExamrecordEntity>().eq("paperid", paperid))>0) {
return R.error("已存在考试记录,无法重新组卷");
}
//组卷之前删除该试卷之前的所有题目
examquestionService.deleteByMap(new MapUtils().put("paperid", paperid));
List<ExamquestionbankEntity> questionList = new ArrayList<ExamquestionbankEntity>();
//单选题
if(radioNum>0) {
Integer radioSize = examquestionbankService.selectCount(new EntityWrapper<ExamquestionbankEntity>().eq("type", 0));
if(radioSize<radioNum) {
return R.error("单选题库不足");
} else {
Wrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
ew.eq("type", 0).orderBy("RAND()").last("limit "+radioNum);
List<ExamquestionbankEntity> radioList = examquestionbankService.selectList(ew);
questionList.addAll(radioList);
}
}
//多选题
if(multipleChoiceNum>0) {
Integer multipleChoiceSize = examquestionbankService.selectCount(new EntityWrapper<ExamquestionbankEntity>().eq("type", 1));
if(multipleChoiceSize<multipleChoiceNum) {
return R.error("多选题库不足");
} else {
Wrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
ew.eq("type", 1).orderBy("RAND()").last("limit "+multipleChoiceNum);
List<ExamquestionbankEntity> multipleChoiceList = examquestionbankService.selectList(ew);
questionList.addAll(multipleChoiceList);
}
}
//判断题
if(determineNum>0) {
Integer determineSize = examquestionbankService.selectCount(new EntityWrapper<ExamquestionbankEntity>().eq("type", 2));
if(determineSize<determineNum) {
return R.error("判断题库不足");
} else {
Wrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
ew.eq("type", 2).orderBy("RAND()").last("limit "+determineNum);
List<ExamquestionbankEntity> determineList = examquestionbankService.selectList(ew);
questionList.addAll(determineList);
}
}
//填空题
if(fillNum>0) {
Integer fillSize = examquestionbankService.selectCount(new EntityWrapper<ExamquestionbankEntity>().eq("type", 3));
if(fillSize<fillNum) {
return R.error("填空题库不足");
} else {
Wrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
ew.eq("type", 3).orderBy("RAND()").last("limit "+fillNum);
List<ExamquestionbankEntity> fillList = examquestionbankService.selectList(ew);
questionList.addAll(fillList);
}
}
//主观题
if(subjectivityNum>0) {
Integer subjectivitySize = examquestionbankService.selectCount(new EntityWrapper<ExamquestionbankEntity>().eq("type", 4));
if(subjectivitySize<subjectivityNum) {
return R.error("主观题库不足");
} else {
Wrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
ew.eq("type", 4).orderBy("RAND()").last("limit "+subjectivityNum);
List<ExamquestionbankEntity> subjectivityList = examquestionbankService.selectList(ew);
questionList.addAll(subjectivityList);
}
}
if(questionList!=null && questionList.size()>0) {
long seq = 0;
for(ExamquestionbankEntity q : questionList) {
ExamquestionEntity examquestion = new ExamquestionEntity();
examquestion.setId(new Date().getTime()+new Double(Math.floor(Math.random()*1000)).longValue());
examquestion.setPaperid(paperid);
examquestion.setPapername(papername);
examquestion.setQuestionname(q.getQuestionname());
examquestion.setOptions(q.getOptions());
examquestion.setScore(q.getScore());
examquestion.setAnswer(q.getAnswer());
examquestion.setAnalysis(q.getAnalysis());
examquestion.setType(q.getType());
examquestion.setSequence(++seq);
examquestionService.insert(examquestion);
}
}
return R.ok();
}
}
@RestController
@RequestMapping("/examquestionbank")
public class ExamquestionbankController {
@Autowired
private ExamquestionbankService examquestionbankService;
/**
* 后端列表
*/
@RequestMapping("/page")
public R page(@RequestParam Map<String, Object> params,ExamquestionbankEntity examquestionbank,
HttpServletRequest request){
EntityWrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
PageUtils page = examquestionbankService.queryPage(params, MPUtil.sort(MPUtil.between(MPUtil.likeOrEq(ew, examquestionbank), params), params));
return R.ok().put("data", page);
}
/**
* 前端列表
*/
@IgnoreAuth
@RequestMapping("/list")
public R list(@RequestParam Map<String, Object> params,ExamquestionbankEntity examquestionbank,
HttpServletRequest request){
EntityWrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
PageUtils page = examquestionbankService.queryPage(params, MPUtil.sort(MPUtil.between(MPUtil.likeOrEq(ew, examquestionbank), params), params));
return R.ok().put("data", page);
}
/**
* 列表
*/
@RequestMapping("/lists")
public R list( ExamquestionbankEntity examquestionbank){
EntityWrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
ew.allEq(MPUtil.allEQMapPre( examquestionbank, "examquestionbank"));
return R.ok().put("data", examquestionbankService.selectListView(ew));
}
/**
* 查询
*/
@RequestMapping("/query")
public R query(ExamquestionbankEntity examquestionbank){
EntityWrapper< ExamquestionbankEntity> ew = new EntityWrapper< ExamquestionbankEntity>();
ew.allEq(MPUtil.allEQMapPre( examquestionbank, "examquestionbank"));
ExamquestionbankView examquestionbankView = examquestionbankService.selectView(ew);
return R.ok("查询试题库表成功").put("data", examquestionbankView);
}
/**
* 后端详情
*/
@RequestMapping("/info/{id}")
public R info(@PathVariable("id") Long id){
ExamquestionbankEntity examquestionbank = examquestionbankService.selectById(id);
return R.ok().put("data", examquestionbank);
}
/**
* 前端详情
*/
@IgnoreAuth
@RequestMapping("/detail/{id}")
public R detail(@PathVariable("id") Long id){
ExamquestionbankEntity examquestionbank = examquestionbankService.selectById(id);
return R.ok().put("data", examquestionbank);
}
/**
* 后端保存
*/
@RequestMapping("/save")
public R save(@RequestBody ExamquestionbankEntity examquestionbank, HttpServletRequest request){
//ValidatorUtils.validateEntity(examquestionbank);
examquestionbankService.insert(examquestionbank);
return R.ok();
}
/**
* 前端保存
*/
@RequestMapping("/add")
public R add(@RequestBody ExamquestionbankEntity examquestionbank, HttpServletRequest request){
//ValidatorUtils.validateEntity(examquestionbank);
examquestionbankService.insert(examquestionbank);
return R.ok();
}
/**
* 获取用户密保
*/
@RequestMapping("/security")
@IgnoreAuth
public R security(@RequestParam String username){
ExamquestionbankEntity examquestionbank = examquestionbankService.selectOne(new EntityWrapper<ExamquestionbankEntity>().eq("", username));
return R.ok().put("data", examquestionbank);
}
/**
* 修改
*/
@RequestMapping("/update")
@Transactional
@IgnoreAuth
public R update(@RequestBody ExamquestionbankEntity examquestionbank, HttpServletRequest request){
//ValidatorUtils.validateEntity(examquestionbank);
examquestionbankService.updateById(examquestionbank);//全部更新
return R.ok();
}
/**
* 删除
*/
@RequestMapping("/delete")
public R delete(@RequestBody Long[] ids){
examquestionbankService.deleteBatchIds(Arrays.asList(ids));
return R.ok();
}
/**
* 前端智能排序
*/
@IgnoreAuth
@RequestMapping("/autoSort")
public R autoSort(@RequestParam Map<String, Object> params,ExamquestionbankEntity examquestionbank, HttpServletRequest request,String pre){
EntityWrapper<ExamquestionbankEntity> ew = new EntityWrapper<ExamquestionbankEntity>();
Map<String, Object> newMap = new HashMap<String, Object>();
Map<String, Object> param = new HashMap<String, Object>();
Iterator<Map.Entry<String, Object>> it = param.entrySet().iterator();
while (it.hasNext()) {
Map.Entry<String, Object> entry = it.next();
String key = entry.getKey();
String newKey = entry.getKey();
if (pre.endsWith(".")) {
newMap.put(pre + newKey, entry.getValue());
} else if (StringUtils.isEmpty(pre)) {
newMap.put(newKey, entry.getValue());
} else {
newMap.put(pre + "." + newKey, entry.getValue());
}
}
params.put("sort", "clicktime");
params.put("order", "desc");
PageUtils page = examquestionbankService.queryPage(params, MPUtil.sort(MPUtil.between(MPUtil.likeOrEq(ew, examquestionbank), params), params));
return R.ok().put("data", page);
}
}
五、论文参考
- 计算机毕业设计选题推荐-个性化智能学习系统论文参考:
六、系统视频
个性化智能学习系统项目视频:
计算机毕业设计选题推荐-个性化智能学习系统-项目实战
结语
计算机毕业设计选题推荐-个性化智能学习系统-Java/Python项目实战
大家可以帮忙点赞、收藏、关注、评论啦~
源码获取:⬇⬇⬇
精彩专栏推荐⬇⬇⬇
Java项目
Python项目
安卓项目
微信小程序项目