Undergraduate Student
hace 4 semanas
**Job Reference**:
- 356_24_CASE_WP_R0**Position**:
- Undergraduate Student - ML-Aided Mathematical Optimization (MAMO)**Closing Date**:
- Sunday, 16 June, 2024**Reference**: 356_24_CASE_WP_R0**Job title**: Undergraduate Student - ML-Aided Mathematical Optimization (MAMO)**About BSC**
- The Barcelona Supercomputing Center - Centro Nacional de Supercomputación (BSC-CNS) is the leading supercomputing center in Spain. It houses MareNostrum, one of the most powerful supercomputers in Europe, was a founding and hosting member of the former European HPC infrastructure PRACE (Partnership for Advanced Computing in Europe), and is now hosting entity for EuroHPC JU, the Joint Undertaking that leads large-scale investments and HPC provision in Europe. The mission of BSC is to research, develop and manage information technologies in order to facilitate scientific progress. BSC combines HPC service provision and R&D into both computer and computational science (life, earth and engineering sciences) under one roof, and currently has over 900 staff from 55 countries.
- Look at the BSC experience:
- BSC-CNS YouTube Channel
- Let's stay connected with BSC Folks-
**Context And Mission**
- In this topic a pure binary integer combinatorial optimization problem (ILP) is used to solve a fundamental question in Natural Language Processing (NLP): how to best compare and match the semantic contents of two natural language texts or "textual summaries" A and B, based on a given measure of the semantic similarity between their unit semantic constituents (USCs) ?
- The student intern will focus on how to reduce the computational cost incurred when resolving pure binary integer linear programming (ILP) problems. The approach will consist in porting existing Python code to a high performance computing node partition, possibly using the PyCOMPSs framework for orchestration in distributed compute environments, and reducing the set of feasible ILP solutions by means of reinforced learning.**Key Duties**
- Become familiar with several concepts: NLP, the measure of semantic similarity, the extraction of unit semantic constituent from unstructured text, the ILP formulation. The student will also establish a baseline workflow with Python, based on a conventional ILP solver applied to our joint set-packing and setpartitioning problem, using one or more FOSS ILP Python packages, and following the already formulated constraints of the ILP problem.
- Design a semantically informed, state-of-the-art Machine Learning method to reduce the set of feasible solutions for the initial semantic pairing ILP problem, whereby a reduced feasible set (or reduced feasible solutions space) is defined
as any possible ensemble of the most promising pairing combinations between semantic elements of text A and of text B, that satisfy the problem constraints.
- Learn a generalizable model to infer acceptably reduced sets of feasible solutions for never-seen-before textual summaries, establishing suitable
performance metrics.
- Relax the pure binary integer constraint on decision variables (variables that can only accept values of either 0 or 1), to a ternary integer constraint (variables that can accept values of either 0 or 1, or 2), and to a pure integer constraint (variables can accept any integer values within the range [0, nB - nA]) and will inspect obtained semantic similarity solutions from a natural (human) language
standpoint.
- Prepare a situation and final report to be delivered on the last day of the student's interneship. The report should include (i) a structured bibliography on salient questions relevant to the technical work to carry out, (ii) a description of methodologies used throughout the interneship, (iii) any developped code, and (iv) results.
**Requirements**:
- Education
- Essential Knowledge and Professional Experience
- Relevant scientific project experience gained through recent academic courses are positively valued in the following areas: computer science, mathematical analysis and optimization schemes
- Additional Knowledge and Professional Experience
- Fluent written and spoken English
- Collaborative and version controlled work environments (e.g. gitlab, github, etc.)
- Unix/Linux and any related scripting shell
- Python 3
- Differential calculus, vector analysis, combinatorial optimization (at least the basic principles thereof), convexity in optimization problems
- Knowledge of the concept of distributed computing
- Knowledge of the difference between an AI instance and an ML model
- Competences
- Good communication and presentation skills.
- Ability to work both independently and within a team.
**Conditions**
- The position will be located at BSC within the CASE Department
- We offer a full-time contract (37.5h/week), a good working environment, a highly stimulating environment with state-of-the-art infrastructure, flexible working hours, extensive training plan, restaurant tickets, private health insurance, support to the r
-
Plaça de Verification Undergraduate Student
hace 5 días
Barcelona, Barcelona, España Barcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS) A tiempo completoBarcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS). 1 plaça de Verification Undergraduate Student (R0). Concurs o valoració de mèrits. Laboral temporal Termini obert. A1 - Grau universitari (correspondència amb llicenciatures). Estudiants matriculats en un programa de grau en Informàtica / Enginyeria Informàtica....
-
Plaça De Verification Undergraduate Student
hace 1 mes
Barcelona, España Barcelona Supercomputing Center-Centro Nacional De Supercomputación (Bsc-Cns) A tiempo completoBarcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS). 1 plaça de Verification Undergraduate Student (R0). Concurs o valoració de mèrits. Laboral temporal. 2023-12-16. Termini obert. A1 - Grau universitari (correspondència amb llicenciatures). Estudiants matriculats en un programa de grau en Informàtica / Enginyeria...
-
Plaça de Verification Undergraduate Student
hace 3 semanas
Barcelona, España Barcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS) A tiempo completoBarcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS). 1 plaça de Verification Undergraduate Student (R0). Concurs o valoració de mèrits. Laboral temporal. 2023-12-16. Termini obert. A1 - Grau universitari (correspondència amb llicenciatures). Estudiants matriculats en un programa de grau en Informàtica / Enginyeria...
-
Undergraduate Student
hace 5 días
Barcelona, Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completoJob Reference: 95_24_ES_ESS_R0Position: Undergraduate student Energy data and seasonal predictions (R0)Closing Date:Friday, 16 February, 2024Reference: 95_24_ES_ESS_R0Job title: Undergraduate student Energy data and seasonal predictions (R0)About BSC The Barcelona Supercomputing Center Centro Nacional de Supercomputación (BSC-CNS) is the leading...
-
Undergraduate Student
hace 5 días
Barcelona, Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completoJob Reference: 400_23_OP_SAPosition: Undergraduate Student System Administrator/Operator (R0)Closing Date:Wednesday, 06 September, 2023Reference: 400_23_OP_SAJob title: Undergraduate Student System Administrator/Operator (R0)About BSC The Barcelona Supercomputing Center Centro Nacional de Supercomputación (BSC-CNS) is the leading supercomputing center in...
-
Undergraduate Student
hace 5 días
Barcelona, Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completoJob Reference: 356_24_CASE_WP_R0Position: Undergraduate Student ML-Aided Mathematical Optimization (MAMO)Closing Date:Sunday, 16 June, 2024Reference: 356_24_CASE_WP_R0Job title: Undergraduate Student ML-Aided Mathematical Optimization (MAMO)About BSC The Barcelona Supercomputing Center Centro Nacional de Supercomputación (BSC-CNS) is the leading...
-
Undergraduate Student
hace 5 días
Barcelona, Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completoJob Reference: 94_24_ES_EDD_R0Position: Undergraduate Student R provenance engineer (R0)Closing Date:Friday, 16 February, 2024Reference: 94_24_ES_EDD_R0Job title: Undergraduate Student R provenance engineer (R0)About BSC The Barcelona Supercomputing Center Centro Nacional de Supercomputación (BSC-CNS) is the leading supercomputing center in Spain. It houses...
-
Undergraduate Student
hace 6 días
Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completo**Job Reference**: - 339_24_OP_SA_R0**Position**: - Undergraduate Student - System Administrator/Operator (R0)**Closing Date**: - Sunday, 30 June, 2024**Reference**: 339_24_OP_SA_R0**Job title**: Undergraduate Student - System Administrator/Operator (R0)**About BSC** - The Barcelona Supercomputing Center - Centro Nacional de Supercomputación (BSC-CNS) is...
-
Plaça de Computer Architecture Undergraduate
hace 4 semanas
Barcelona, España Barcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS) A tiempo completoBarcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS). 1 plaça de Computer Architecture Undergraduate Student (R0). Concurs o valoració de mèrits. Laboral temporal. 2024-06-16. Termini obert. A - Grau universitari. Estudiants matriculats en un programa de grau en Informàtica / Enginyeria Informàtica. Excel-lents habilitats de...
-
Plaça De Computer Architecture Undergraduate
hace 3 semanas
Barcelona, España Barcelona Supercomputing Center-Centro Nacional De Supercomputación (Bsc-Cns) A tiempo completoBarcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS). 1 plaça de Computer Architecture Undergraduate Student (R0). Concurs o valoració de mèrits. Laboral temporal. 2024-06-16. Termini obert. A - Grau universitari. Estudiants matriculats en un programa de grau en Informàtica / Enginyeria Informàtica. Excel-lents habilitats de...
-
Plaça de Computer Architecture Undergraduate
hace 5 días
Barcelona, Barcelona, España Barcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS) A tiempo completoBarcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS). 1 plaça de Computer Architecture Undergraduate Student (R0). Concurs o valoració de mèrits. Laboral temporal Termini obert. A - Grau universitari. Estudiants matriculats en un programa de grau en Informàtica / Enginyeria Informàtica. Excel-lents habilitats de comunicació...
-
Plaça De Computer Architecture Undergraduate
hace 3 semanas
Barcelona, España Barcelona Supercomputing Center-Centro Nacional De Supercomputación (Bsc-Cns) A tiempo completoBarcelona Supercomputing Center-Centro Nacional de Supercomputación (BSC-CNS). 1 plaça de Computer Architecture Undergraduate Student (R0). Concurs o valoració de mèrits. Laboral temporal. 2024-06-16. Termini obert. A - Grau universitari. Estudiants matriculats en un programa de grau en Informàtica / Enginyeria Informàtica. Excel-lents habilitats de...
-
Undergraduate Student for Transparency Metrics
hace 4 semanas
Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completo**Job Reference**: - 142_24_LS_SLA_R0**Position**: - Undergraduate Student for Transparency Metrics**Closing Date**: - Sunday, 31 March, 2024**Reference**: 142_24_LS_SLA_R0**Job title**: Undergraduate Student for Transparency Metrics**About BSC** - The Barcelona Supercomputing Center - Centro Nacional de Supercomputación (BSC-CNS) is the leading...
-
Undergraduate Student
hace 4 semanas
Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completo**Job Reference**: - 95_24_ES_ESS_R0**Position**: - Undergraduate student - Energy data and seasonal predictions (R0)**Closing Date**: - Friday, 16 February, 2024**Reference**: 95_24_ES_ESS_R0**Job title**: Undergraduate student - Energy data and seasonal predictions (R0)**About BSC** - The Barcelona Supercomputing Center - Centro Nacional de...
-
Undergraduate Student
hace 19 horas
Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completo**Job Reference**: - 95_24_ES_ESS_R0**Position**: - Undergraduate student - Energy data and seasonal predictions (R0)**Closing Date**: - Friday, 16 February, 2024**Reference**: 95_24_ES_ESS_R0**Job title**: Undergraduate student - Energy data and seasonal predictions (R0)**About BSC** - The Barcelona Supercomputing Center - Centro Nacional de...
-
Undergraduate Student
hace 5 días
Barcelona, Barcelona, España Barcelona Supercomputing Center - Centro Nacional de Supercomputación A tiempo completo**Context And MissionWe are looking for students with technical expertise for our System Operations team within the Operations Department.**Key Duties First level support of incidents (tickets) in the system administration group- reception, filter and resolution Management of user accounts in the supercomputers of the BSC-CNS (accounts creation, etc.)...
-
Undergraduate Student
hace 2 semanas
Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completo**Job Reference**: - 67_24_ES_EMW_R0**Position**: - Undergraduate student - Numerical weather and climate simulations on HPC**Closing Date**: - Friday, 16 February, 2024**Reference**: 67_24_ES_EMW_R0**Job title**: Undergraduate student - Numerical weather and climate simulations on HPC**About BSC** - The Barcelona Supercomputing Center - Centro Nacional...
-
Undergraduate Student
hace 5 días
Barcelona, Barcelona, España Somm Excellence Alliance A tiempo completoContext And MissionWe are looking for students with technical expertise for our System Operations team within the Operations Department.Key Duties First level support of incidents (tickets) in the system administration group- reception, filter and resolution Management of user accounts in the supercomputers of the BSC-CNS (accounts creation, etc.) Opening...
-
Undergraduate Student
hace 2 semanas
Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completo**Job Reference**: - 331_24_CASE_WP_R0**Position**: - Undergraduate Student - ML-aided ILP (R0)**Closing Date**: - Wednesday, 05 June, 2024**Reference**: 331_24_CASE_WP_R0**Job title**: Undergraduate Student - ML-aided ILP (R0)**About BSC** - The Barcelona Supercomputing Center - Centro Nacional de Supercomputación (BSC-CNS) is the leading supercomputing...
-
Undergraduate Student
hace 5 días
Barcelona, España Barcelona Supercomputing Center (BSC) A tiempo completo**Job Reference**: - 94_24_ES_EDD_R0**Position**: - Undergraduate Student - R provenance engineer (R0)**Closing Date**: - Friday, 16 February, 2024**Reference**: 94_24_ES_EDD_R0**Job title**: Undergraduate Student - R provenance engineer (R0)**About BSC** - The Barcelona Supercomputing Center - Centro Nacional de Supercomputación (BSC-CNS) is the leading...
