CompetitionBackendAny levelDue Nov 4, 2026
Educational Codeforces Round 196 (Rated for Div. 2)
在线编程竞赛，比赛时长约 2 小时。所列时间为开赛时间，报名安排以官方页面为准。
CodeforcesFreeGlobal
Trusted aggregation · Built for university students
Turn scattered information into your next action
Explore open-source projects, competitions, internships, and AI updates with traceable sources. Then turn them into a path that fits your foundation, devices, time, and budget.
Sample path
What a 6-week path looks like
Generated live from the verified catalog for a second-year beginner with 4 hours a week, no budget, AI track. Your own conditions produce a different path.
Week 1 · Prepare
Read the verified entry “Hugging Face Datasets”, list its prerequisites, and write down three terms to clarify.
Week 2 · Practice
Use “Hugging Face Datasets” to complete one smallest reproducible exercise and record every step.
Week 3 · Practice
Change one variable or implementation detail in the previous “Hugging Face Datasets” exercise, compare the result, and explain the difference.
Week 4 · Act
Choose one realistically scoped issue in “Hugging Face Datasets”, reproduce it, and prepare or submit one minimal contribution.
Week 5 · Deliver
Turn the work based on “Hugging Face Datasets” into one shareable result with a short README or application note.
Week 6 · Review
Review the evidence from “Hugging Face Datasets”, note one obstacle, one improvement, and the next concrete action.
69Free to do
46Ready to start
10With a deadline
4Tracks
Start with a direction
Four common technical paths for university students
Artificial intelligence
From Python and data basics to model applications, evaluation, and portfolio projects.
View skill map →Frontend development
From web fundamentals to modern frameworks, engineering, and shipping real products.
View skill map →Backend development
From programming and databases to APIs, system design, and reliable services.
View skill map →Data science
From data handling and statistics to analysis, modeling, and business insight.
View skill map →Time-sensitive
Opportunities with a deadline (10)
Competitions and internships are the only dated items here — miss one and you wait for the next round. Undated ones stay open.
InternshipDataAny levelReady to startManual eligibility check
Product Management Intern (2027) - Belgrade
Student role at Databricks in Belgrade, Serbia. Check the official listing for responsibilities and eligibility.
DatabricksBelgrade, SerbiaOn-sitePublished Oct 2, 2026
Official source · Databricks CareersVerified Nov 4, 2026
CompetitionBackendAny levelDue Nov 5, 2026
ICPC 2026 Online Challenge 2 powered by Huawei
在线编程竞赛，比赛时长约 336 小时。所列时间为开赛时间，报名安排以官方页面为准。
CodeforcesFreeGlobal
InternshipDataAny levelReady to startManual eligibility check
Product Design Intern (2027 Start)
Student role at Databricks in San Francisco, California; Seattle, Washington. Check the official listing for responsibilities and eligibility.
DatabricksSan Francisco, California; Seattle, WashingtonOn-sitePublished Oct 10, 2026
Official source · Databricks CareersVerified Nov 4, 2026
CompetitionFrontend · Backend · AI · DataIntermediate
Chinese Collegiate Computing Competition
Official entry for a national student competition spanning software, visualization, AI, and digital media.
Chinese Collegiate Computing Competition Organizing CommitteeCost to verifyChina
Official source · Chinese Collegiate Computing CompetitionVerified Aug 24, 2026
InternshipAIAny levelReady to startManual eligibility check
Software Engineer - New Grad
Student role at Scale AI in London, UK. Check the official listing for responsibilities and eligibility.
Scale AILondon, UKOn-sitePublished Sep 14, 2026
Official source · Scale AI CareersVerified Nov 4, 2026
CompetitionBackend · Frontend · AI · DataAny level
China International College Students Innovation Competition
Official portal for the Ministry of Education interdisciplinary student innovation competition, whose projects may span multiple technical fields.
Ministry of Education of ChinaCost to verifyChina
Official source · National College Student Entrepreneurship ServiceVerified Aug 24, 2026
InternshipAIAny levelReady to startManual eligibility check
Software Engineering Intern (Summer 2027)
Student role at Scale AI in Doha, Qatar. Check the official listing for responsibilities and eligibility.
Scale AIDoha, QatarOn-sitePublished Sep 14, 2026
Official source · Scale AI CareersVerified Nov 4, 2026
Join real collaboration
Open-source projects worth exploring
Open sourceAIBeginnerReady to start
[Feature]: Tracking Whisper feature requests
This issue is for keeping track of the recurrent Whisper asks as well as the linked on-going efforts to support that feature, if any. When a feature request has no linked PR, feel free to claim the work here if you want to help! - Related issues: https://github.com/vllm-project/vllm/issues/19556, https://github.com/vl…
vllm-project/vllmAbout 4 hr语音推理部署
Open sourceAIBeginnerReady to start
foreach_map enhancements
These enhancements are to have a better UX when using foreach_map, suggested in a few places, but most recently, https://github.com/pytorch/pytorch/issues/158371#issuecomment-3088757068 These enhancements should allow easier compiler-first custom optimizer implementations. cc @chauhang @penguinwu @voznesenskym @EikanW…
pytorch/pytorchAbout 4 hr编译器性能优化
Open sourceAIBeginnerReady to start
[Docs] Vietnamese document loader example — solar energy report ingestion for RAG
Reporter: NHAM QUOC HUAN · NLP Labs Vietnam NLP Labs Vietnam builds a RAG-based solar PV advisory using LlamaIndex. Our pipeline ingests Vietnamese solar technical documents (PDFs, Word files from MOIT/EVN). We want to contribute a Vietnamese document processing example. 1. PDF font handling for Vietnamese diacritics…
run-llama/llama_indexAbout 4 hrRAG自然语言处理
Open sourceAIBeginnerReady to start
[Docs] Vietnamese PDF ingestion for RAG — word segmentation before chunking improves retrieval 15%
Reporter: NHAM QUOC HUAN · NLP Labs Vietnam We ingest Vietnamese solar technical PDFs (MOIT/EVN) for our RAG advisory pipeline. Key insight: word-segmenting Vietnamese text before chunking improves retrieval precision by ~15% vs raw chunking. Also important: Vietnamese PDFs with tone marks require pypdf (not pdfminer)…
run-llama/llama_indexAbout 4 hrRAG自然语言处理
AI updates
Changes worth a student's attention
We include updates that clarify a direction, tool choice, or learning priority—not hype without an actionable takeaway.
AI updateAI
Speeding up planning decisions with AI
Google DeepMind and UK government work together to reduce planning assessment times
Google DeepMindPublished Oct 30, 2026
Official source · Google DeepMind BlogVerified Nov 4, 2026
AI updateAI
Genie 4: A new generation of world simulation
Genie 4: our new world model unlocking unprecedented realism in real-time simulation.
Google DeepMindPublished Oct 28, 2026
Official source · Google DeepMind BlogVerified Nov 4, 2026
AI updateAI
Does Your Model Run on AWS Trainium? Look It Up
The torch-neuronx model support Space answers that question for the most popular models on the Hub. It tells you whether a model runs unmodified on Trainium, and gives you the script to run it yourself.
Hugging FacePublished Oct 23, 2026
Cross-checked · Hugging Face BlogVerified Nov 4, 2026
AI updateAI
Granite Switch 4.1.1 — Update models like you update software
Just over a week ago, we released Granite Switch 4.1 , showing that our modular Switch architecture lets you configure a language model with specialized, cache-efficient adapters — adding new expertise on a single endpoint.
Hugging FacePublished Oct 29, 2026
Cross-checked · Hugging Face BlogVerified Nov 4, 2026