{"id":2616327,"url":"https://alion.io/job/ericsson-master-thesis-machine-learning-classification-in-integrated-sensing-and-communication","title":"Master Thesis: Machine Learning classification in Integrated Sensing and Communication","company":{"id":56456,"name":"Ericsson","domain":"ericsson.com","url":"https://alion.io/company/ericsson","size_band":"5000+","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Eightfold","truth_index":{"grade":"B","score":83,"open_postings":102,"ghost_share":0,"stale_share":0.686,"repost_share":0,"time_to_fill_p50_days":32,"computed_at":"2026-10-22T06:10:10Z"}},"role":"Early Careers","role_family":"Early Careers","seniority":null,"employment_type":null,"work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Stockholm, Sweden"],"countries":["SE"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":null,"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Machine Learning","optional":false},{"name":"Mixture of Experts","optional":false},{"name":"Time Series","optional":false}],"status":"live","first_seen_at":"2026-10-09T18:24:06Z","employer_posted_date":"2026-10-15","last_verified_at":"2026-10-23T00:34:21Z","board_verified":true,"closed_at":null,"days_open":13,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":13},"description":"Join our Team\nAbout this opportunity:\nModern radio networks can be used as radar-like sensors to detect and classify moving objects - a capability broadly referred to as Integrated Sensing and Communication (ISAC). Our team builds the machine-learning models behind this capability.\nAs we deploy the models to different locations and extend it to more object classes, two operational problems dominate our research agenda:\nCross-location generalisation: models trained on data from one location do not always transfer to another. Every new location currently requires labelled data-to attune for the new location - a slow and expensive step that gates deployment. \nMulti-class extension: adding new object classes without degrading performance on existing ones. It involves architectural trade-offs that are not obvious.\nWe are offering three related master's thesis opportunities on these problems, all rooted in production machine learning. Please indicate in your application which direction you are most interested in. The exact scope of each project will be refined together with the student based on their interests, background, and the state of our data and models when the project starts.\nWhat you will do:\nDirection 1: Cross-location Generalisation of a spectral image Classifier \nBenchmark modern domain-generalisation methods for image data. Implement source-free adaptation methods that adjust the model at deployment using only unlabelled data from the new site.\nDirection 2: Cross-location Generalisation of a time-series Classifier \nBenchmark modern domain-generalisation methods for time-series data. Implement source-free adaptation methods that adjust the model at deployment using only unlabelled data from the new site.\nDirection 3: Modular Classifier Design for Multi-Class Object Classification \nBenchmark methods for multi-class classification models such as Hierarchical tree, Mixture-of-experts and flat softmax. Evaluate how well they perform when adding additional classes and seeing new locations.\nThe skills you bring:\nYou are pursuing a master's degree in computer science, machine learning, applied mathematics, or a related field. \nGood understanding of modern machine learning, particularly deep learning. \nStrong programming skills, familiarity with deep learning frameworks, and an interest in experimental, research-oriented work. \nYou are analytical, curious, and able to work independently while communicating your results clearly.\nWhy join Ericsson? At Ericsson, you´ll have an outstanding opportunity. The chance to use your skills and imagination to push the boundaries of what´s possible. To build solutions never seen before to some of the world’s toughest problems. You´ll be challenged, but you won’t be alone. You´ll be joining a team of diverse innovators, all driven to go beyond the status quo to craft what comes next.\nWhat happens once you apply?Click Here to find all you need to know about what our typical hiring process looks like.Encouraging a diverse and inclusive organization is core to our values at Ericsson, that's why we champion it in everything we do. We truly believe that by collaborating with people with different experiences we drive innovation, which is essential for our future growth. We encourage people from all backgrounds to apply and realize their full potential as part of our Ericsson team. Ericsson is proud to be an Equal Opportunity Employer. learn more.\nPrimary country and city: Sweden (SE) || Stockholm\nReq ID: 792543","description_format":"text","description_chars":3503,"description_truncated":false,"requirements":{"experience_years_min":null,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"master","optional":false},"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["Mobile Networks","Telecom Infrastructure","Network Equipment"],"lifecycle":[{"event":"open","at":"2026-10-15T12:21:27Z"}],"visa":[],"liveness":{"score":51,"band":"ok","label":"Likely open","p_open":1,"p_active":0.571,"p_room":0.9,"age_days":12,"expected_fill_days":32,"reasons":["conf:1","stale_co","velocity","win:mid","comp:brand"],"computed_at":"2026-10-22T06:10:10Z"},"pay":null,"html_url":"https://alion.io/job/ericsson-master-thesis-machine-learning-classification-in-integrated-sensing-and-communication","json_url":"https://alion.io/job/ericsson-master-thesis-machine-learning-classification-in-integrated-sensing-and-communication.json","meta":{"generated_at":"2026-10-23T02:48:06Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":4609,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-24T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":56456},"rest":"https://alion.io/mcp/rest/get_company?id=56456"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fericsson-master-thesis-machine-learning-classification-in-integrated-sensing-and-communication"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Fericsson-master-thesis-machine-learning-classification-in-integrated-sensing-and-communication"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Fericsson-master-thesis-machine-learning-classification-in-integrated-sensing-and-communication"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/ericsson-master-thesis-machine-learning-classification-in-integrated-sensing-and-communication\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fericsson-master-thesis-machine-learning-classification-in-integrated-sensing-and-communication"}]}