Medical Laboratory Scientist Mindlance IncorporatedMedical Laboratory ScientistClifton, NJ$30–$40 / hourContractorFull timeTop 3/5 Skills: laboratory's procedures for specimen handling and processing, test analyses. Job Location: Clifton NJ (Only Local candidates).
NewDirector (Strategy and Transformation) Data Scientist, Agentic AI Mitchell MartinDirector (Strategy and Transformation) Data Scientist, Agentic AIHolmdel, NJ$130,000–$150,000 / yearYou will lead data-driven initiatives, leveraging advanced analytics and machine learning to drive business transformation. PhD with 0–1 years, Master's degree with 2 years, or Bachelor's degree with 4 years in a related field.
NewDirector (Strategy and Transformation) Sr. Data Scientist, Agentic AI Mitchell MartinDirector (Strategy and Transformation) Sr. Data Scientist, Agentic AIHolmdel, NJ$160,000–$185,000 / yearThe role involves leading strategic and transformative initiatives in data science, focusing on advanced AI and machine learning methodologies. Python | Machine Learning Frameworks | Natural Language Processing Tools | Advanced AI Systems.
NewFood Scientist I JouléFood Scientist ITinton Falls, NJ$65,000–$70,000 / yearBring key skills and knowledge in generating new product ideas, processing concepts from idea to final production startup, and spearheading new technology development for extruded and injection-molded products. System One, and its subsidiaries including Joulé and Mountain Ltd., are leaders in delivering outsourced services and workforce solutions across North America.
NewHair Care Scientist JouléHair Care Scientist08512, NJ$70,000–$80,000 / yearPartner with cross-functional teams (Product Development, Regulatory, Quality, Manufacturing) to translate consumer insights into scientifically sound product solutions. System One, and its subsidiaries including Joulé and Mountain Ltd., are leaders in delivering outsourced services and workforce solutions across North America.
Senior Associate Scientist Immunology & Inflammation JouléSenior Associate Scientist Immunology & InflammationTarrytown, NY$45–$55 / hourPerform tumor implantation in mice, tumor growth measurement, injections through various routes, general surgical techniques, and collection of blood and tissue samples . Process tissues and purify immune cells, develop and perform in vitro cell-based bioassays (primary mouse and human cells) .
Associate Scientist Immunology & Inflammation JouléAssociate Scientist Immunology & InflammationTarrytown, NY$40–$45 / hourHours: 8 AM - 5 PM. ResponsibilitiesSupport respiratory and inflammatory disease research by executing in vivo experiments using mouse lung inflammation models and allorejection models. Design, plan, and perform in vivo and in vitro assays, including tissue culture, cell-based assays, ELISA, multiplex assays (MSD/Luminex), and flow cytometry.
NewBench Scientist II JouléBench Scientist IIPearl River, NY$40–$48 / hourThis contract opportunity is ideal for an early-career scientist or recent Master's graduate eager to build experience with ELISA/MSD platforms, assay development, and emerging lab technologies in a supportive, fast-paced environment. Join a collaborative biopharmaceutical research team where you'll support the development and optimization of innovative immunoassays through hands-on laboratory work.
NewSr. Scientist JouléSr. ScientistOrangeburg, NY$110,000–$140,000 / yearCollaborate across functions to develop technical solutions supporting release (on-market) products and assist R&D in new product development, focusing on manufacturability and transfer into manufacturing. Bachelor’s degree with 7+ years relevant experience in the IVD industry or similar, or Master’s degree with 5+ years relevant experience, or PhD with 1+ year relevant experience.
NewPrincipal Applied Scientist MicrosoftPrincipal Applied ScientistNew York, NY$139,900–$274,800 / yearBachelors Degree in Statistics, Econometrics, Computer Science, Electrical or Computer Engineering, or related field AND 6+ years related experience (e.g., statistics, predictive analytics, research)OR Masters Degree in Statistics, Econometrics, Computer Science, Electrical or Computer Engineering, or related field AND 4+ years related experience (e.g., statistics, predictive analytics, research). Bachelors Degree in Statistics, Econometrics, Computer Science, Electrical or Computer Engineering, or related field AND 8+ years related experience (e.g., statistics, predictive analytics, research)OR Masters Degree in Statistics, Econometrics, Computer Science, Electrical or Computer Engineering, or related field AND 6+ years related experience (e.g., statistics, predictive analytics, research).
NewStaff Machine Learning Engineer (Research Scientist) - DFAI PlaidStaff Machine Learning Engineer (Research Scientist) - DFAINew York, NY$249,120–$367,920 / yearPhD: 5–9+ years of industry experience with evidence of technical leadership (tech lead, principal/staff-equivalent roles) and end-to-end production ownership. We work with thousands of companies like Venmo, SoFi, several of the Fortune 500, and many of the largest banks to make it easy for people to connect their financial accounts to the apps and services they want to use.
NewData Scientist - Sr. Associate Vaco LLCData Scientist - Sr. AssociateNew York, NY$130,000–$175,000Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Determining compensation for this role (and others) at Vaco/Highspring depends upon a wide array of factors including but not limited to the individual’s skill sets, experience and training, licensure and certifications, office location and other geographic considerations, as well as other business and organizational needs.
Research & Development, Scientist 2 YANTRAN LLCResearch & Development, Scientist 2Summit, NJ$30–$35 / yearFull timeWork closely with cross-functional teams, including other R&D functions, Commercial Marketing, Quality Assurance, Regulatory Affairs, and Manufacturing, to achieve project goals. Prepare and maintain detailed documentation for product development processes, including experimental protocols, and technical reports in compliance with Good Documentation Practices (GDP).
Senior Director, Clinical Safety Scientist Daiichi Sankyo, Inc.Senior Director, Clinical Safety ScientistBasking Ridge, NJ$242,700–$404,500 / yearFull timeLead scientist team to collaborate with safety physicians, regulatory affairs, clinical development, other functions and external partners to deliver high-quality safety assessments, regulatory submissions, aggregate reports, and responses to health authority queries. In addition to operational oversight, this role contributes to the development of global safety processes, talent capability building, and strategic alignment across the broader Clinical Safety and Pharmacovigilance (CSPV) function and the enterprise.
NewData Scientist, AVP BarclaysData Scientist, AVPNew York, NYThis role combines deep technical experience with strategic thinking and leadership responsibilities, including mentoring junior team members and partnering with business stakeholders to translate data insights into actionable strategies. Barclays is seeking a highly skilled and experienced Data Scientist, AVP, to support advanced analytics, develop predictive models, and drive data-driven decision-making across the organization.
NewSenior Data Scientist - Credit PlaidSenior Data Scientist - CreditNew York, NY$190,800–$262,800 / yearWe work with thousands of companies like Venmo, SoFi, several of the Fortune 500, and many of the largest banks to make it easy for people to connect their financial accounts to the apps and services they want to use. You will work across modeling, retros, customer analysis, and product feedback loops to help lenders better understand and adopt Plaid’s credit insights.
Scientist Immuno Oncology JouléScientist Immuno OncologyTarrytown, NY$47–$60 / hourResponsibilitiesPerforming tumor implantations and measuring tumors to validate targets and evaluate lead molecules in different mouse tumor models. You will be responsible for designing and carrying out in vitro and in vivo experiments leading to cancer immunology target validation and development of therapeutic antibodies.
NewGeologist/Environmental Scientist The LiRo GroupGeologist/Environmental ScientistBrooklyn, NY$50,000–$60,000 / yearRecently, Global Infrastructure Solutions Inc. (GISI), the parent company of The LiRo Group and Hill International, Inc. consolidated a portion of the highly experienced staff of both LiRo and Hill in the Northeast to create a larger, more efficient, and cost-effective team to serve clients. We work hard to build a corporate culture that empowers all our employees to freely share their ideas, know their presence, and contributions are truly valued, fostering a climate where our employees are enabled to maximize their full potential.
NewSenior Data Scientist - Network Value PlaidSenior Data Scientist - Network ValueNew York, NY$190,800–$262,800 / yearYou’ll translate business questions into analytics projects, perform ad-hoc and strategic analysis, improve visibility into core systems through data modeling and dashboarding, create OKRs quantifying progress against business goals, support feature ship decisions through experimentation, and build ML prototypes and causal inference models. We translate ambiguous product questions into tractable analysis, serve as analytical thought partners throughout the org, identify opportunities to build better products, and champion a data-first decision-making approach everywhere we go.
NewTravel Clinical Lab Scientist (CLS) - $1,538 to $1,814 per week in Flushing, NY Aya HealthcareTravel Clinical Lab Scientist (CLS) - $1,538 to $1,814 per week in Flushing, NYFlushing, NY$1,538–$1,814Aya Healthcare has an immediate opening for the following position: Clinical Lab Scientist in Flushing, NY.We’ll work with you to build the healthcare career of your dreams. Travel, per diem, permanent — we have the reach and access to get you the jobs you want, and the expertise to help you realize your long-term goals.
Senior Formulation Scientist Aquestive Therapeutics Inc.Senior Formulation ScientistWarren, NJFinal determinations with respect to salary will take into account a number of factors, which may include, but not be limited to the primary work location and the chosen candidate’s relevant skills, experience, and education. Designs and optimizes formulations to achieve drug product properties for controlled delivery of drugs (i.e. oral, transmucosal, and topical) .
NewSenior Product Development Scientist AtriumSenior Product Development ScientistJersey City, NJ$90,000–$110,000 / yearThis role is responsible for product formulation, scientific research, project leadership, and cross-functional collaboration to deliver high-quality nutritional products that meet consumer needs and regulatory requirements. Our client is seeking a highly motivated Senior Product Development Scientist to join their R&D team and lead the development of innovative pet food products from concept through commercialization.
Entry Level Data Scientist/Analyst/Java full stack developer SynergisticITEntry Level Data Scientist/Analyst/Java full stack developerNew York, NY$79,000–$145,000 / yearFull timeA typical market demand pattern is clear: organizations still need entry-level software programmers, Java full stack developers, Python/Java developers, DevOps-focused engineers, and on the data side data analysts, BI analysts, data engineers, data scientists, and machine learning engineers. SynergisticIT since 2010, has helped candidates land full-time roles at major organizations ( including Google, Apple, PayPal, Visa, Western Union, Wells Fargo, Intel, JPMC, Wayfair, Bank of America, Citi, and more) with offers commonly in the $95k–$154k range depending on role and skill depth.
Junior Software Developer with Cloud/data scientist SynergisticITJunior Software Developer with Cloud/data scientistNew York, NY$82,000–$136,000 / yearFull timeSince 2010, we’ve helped thousands of candidates land full-time jobs at tech leaders like Google, Apple, PayPal, Visa, Western Union, Wells Fargo, Intel, Paypal, JPMC, Wayfair, BOA, CITI and hundreds more with Job offers of $95k to $154k. Currently, We are looking for entry-level software programmers, Java Full stack developers, Python/Java developers, Data analysts/Data Engineers/ Data Scientists, Machine Learning engineers for full time positions with clients.
Associate Research Scientist NYU Langone HealthAssociate Research ScientistNew York, NY$90,000–$100,000Full timeAdditionally, candidates with experience working with electronic health record and administrative data (vital records, Medicaid/Medicare or other claims data) and with training or experience in reproductive epidemiology or application of statistical methods to clinical obstetrics and gynecology are highly desired. The Associate Research Scientist will work closely with Biostatistics faculty and clinical investigators in the Department of Obstetrics and Gynecology on application of statistical methods, data management, data workflows and monitoring across a wide range of areas.
Associate Research Scientist New York University School of MedicineAssociate Research ScientistNY$90,000–$100,000 / yearAdditionally, candidates with experience working with electronic health record and administrative data (vital records, Medicaid/Medicare or other claims data) and with training or experience in reproductive epidemiology or application of statistical methods to clinical obstetrics and gynecology are highly desired. The Associate Research Scientist will work closely with Biostatistics faculty and clinical investigators in the Department of Obstetrics and Gynecology on application of statistical methods, data management, data workflows and monitoring across a wide range of areas.
Associate Research Scientist, Evidence Generation Precision Medicine Group LLCAssociate Research Scientist, Evidence GenerationNYRemote$66,000–$94,000 / yearYou have experience in qualitative and quantitative data collection and analysis tasks, including supporting the development of data collection materials (e.g., surveys, interview discussion guides), familiarity with qualitative analysis software (e.g., NVivo, Dedoose) and quantitative programs (e.g., Excel, R, SAS, or Stata), and experience with qualitative and quantitative data interpretation and visualization. Our Evidence Generation team is hiring an Associate Research Scientist to join our team of research professionals conducting primary data collection studies in the pharmaceutical and biotech space; contributing to study execution, problem solving, and supporting both qualitative and quantitative data collection and analysis efforts.
Research Scientist The Trevor ProjectResearch ScientistNY$75,000–$91,000 / yearConduct quantitative analyses of The Trevor Project's national cross-sectional and longitudinal surveys on the mental health of LGBTQ+ youth people to increase our scientific understanding of the mental health of LGBTQ+ young people including key risk and protective factors for suicide. The Research Scientist will collaborate on research design and analysis plans, conduct complex quantitative analyses, and contribute to high-impact peer-reviewed manuscripts as well as externally-facing reports and research briefs.
Associate Research Scientist NYU Langone Medical CenterAssociate Research ScientistNew York, NY$90,000–$100,000 / yearAdditionally, candidates with experience working with electronic health record and administrative data (vital records, Medicaid/Medicare or other claims data) and with training or experience in reproductive epidemiology or application of statistical methods to clinical obstetrics and gynecology are highly desired. The Associate Research Scientist will work closely with Biostatistics faculty and clinical investigators in the Department of Obstetrics and Gynecology on application of statistical methods, data management, data workflows and monitoring across a wide range of areas.
AI Training - Research Scientist EST Prolific Academic LtdAI Training - Research Scientist ESTNYWhat You'll Bring Experience working as a Research Scientist or in a closely related research role A strong understanding of scientific methodology, experimental design, and data analysis A willingness to take our skills verification test to assess your suitability for our Domain Expert participant pool Strong attention to detail and the ability to concentrate on complex tasks for up to one hour at a time A reliable and fast internet connection and access to a computer A Paypal account to receive payment from our clients. What You'll Be Doing in the Role • Completing AI training tasks such as analyzing, editing, and writing research-focused content • Judging the performance of AI on research design, methodology, and scientific reasoning prompts • Improving cutting-edge AI models using your experience in research and experimentation.
Senior Clinical Research Scientist Legend Biotech CorpSenior Clinical Research ScientistSomerset, NJ$127,313–$167,099 / yearHeadquartered in Somerset, New Jersey, we are developing advanced cell therapies across a diverse array of technology platforms, including autologous and allogenic chimeric antigen receptor T-cell, T-cell receptor (TCR-T), and natural killer (NK) cell-based immunotherapy. Contribute to the planning and execution of external meetings and internal stakeholder meetings (e.g., Ad Boards, IMs, Governance, DMCs, Regulatory Authority, Dose Escalation meeting); responds to or triages questions for appropriate escalations.
Research Scientist, Artificial Intelligence (PhD) Synaptrix LabsResearch Scientist, Artificial Intelligence (PhD)New York City, New YorkDesign, prototype, and optimize state-of-the-art AI systems for neural decoding, including diffusion models, graph neural networks, contrastive/self-supervised frameworks, and transformer-based sequence models. Build and maintain end-to-end research pipelines for large-scale signal datasets, including preprocessing, artifact rejection, and multimodal fusion with video, audio, and IMU data.
NewAssistant Research Scientist - Mar Lab NYU Langone HealthAssistant Research Scientist - Mar LabNew York, NY$58,500–$62,400Full timeFor 175 years, NYU Grossman School of Medicine has trained thousands of physicians and scientists who have helped to shape the course of medical history and enrich the lives of countless people. Additionally, all employees have access to our holistic employee wellness program, which focuses on seven key areas of well-being: physical, mental, nutritional, sleep, social, financial, and preventive care.
Assistant Research Scientist *Experience in cell culture, flow cytometry, and immunofluorescence preferred* NYU Langone HealthAssistant Research Scientist *Experience in cell culture, flow cytometry, and immunofluorescence preferred*New York, NY$58,500–$58,500Full timeAdditionally, all employees have access to our holistic employee wellness program, which focuses on seven key areas of well-being: physical, mental, nutritional, sleep, social, financial, and preventive care. For 175 years, NYU Grossman School of Medicine has trained thousands of physicians and scientists who have helped to shape the course of medical history and enrich the lives of countless people.
Senior Research Scientist NYU Langone HealthSenior Research ScientistNew York, NY$85,000–$100,000Full timeFor 175 years, NYU Grossman School of Medicine has trained thousands of physicians and scientists who have helped to shape the course of medical history and enrich the lives of countless people. Additionally, all employees have access to our holistic employee wellness program, which focuses on seven key areas of well-being: physical, mental, nutritional, sleep, social, financial, and preventive care.
NewResearch Scientist NYU Langone HealthResearch ScientistNew York, NY$58,500–$81,000Full timeFor 175 years, NYU Grossman School of Medicine has trained thousands of physicians and scientists who have helped to shape the course of medical history and enrich the lives of countless people. Additionally, all employees have access to our holistic employee wellness program, which focuses on seven key areas of well-being: physical, mental, nutritional, sleep, social, financial, and preventive care.
NewAssistant Research Scientist NYU Langone HealthAssistant Research ScientistNew York, NY$58,500–$58,500Full timeFor 175 years, NYU Grossman School of Medicine has trained thousands of physicians and scientists who have helped to shape the course of medical history and enrich the lives of countless people. Additionally, all employees have access to our holistic employee wellness program, which focuses on seven key areas of well-being: physical, mental, nutritional, sleep, social, financial, and preventive care.
Research Scientist - Quantum & AI Photonic Chip Simulation Quantum Computing IncResearch Scientist - Quantum & AI Photonic Chip SimulationHoboken, NJPerform rigorous electromagnetic and multiphysics simulations to evaluate optical, nonlinear, and quantum effects. Collaborate closely with fabrication and packaging teams to ensure simulation models.
Principal Research Scientist - Autonomous Systems PeratonPrincipal Research Scientist - Autonomous SystemsBasking Ridge, New Jersey$146,000–$234,000 / yearFull timeWe have several active research and development projects where we design, integrate, and demonstrate solutions for a range of AI applications, including AI-enabled cybersecurity, adversarial machine learning, large language models, cyber and networking models, reinforcement learning, social media disinformation and influence campaigns, and so on. An important component of Peraton Labs’ work involves design and prototyping of software to prove out technical concepts; you should therefore have strong software development skills and be willing to learn new skills and technologies as needed to develop cutting-edge solutions based on customer needs.
Research Scientist II- Immunology and Immunotherapy Mount Sinai Health SystemResearch Scientist II- Immunology and ImmunotherapyNY$87,692–$131,538 / yearMount Sinai advances health for all people, everywhere, by taking on the most complex health care challenges of our time - discovering and applying new scientific learning and knowledge; developing safer, more effective treatments; educating the next generation of medical leaders and innovators; and supporting local communities by delivering high-quality care to all who need it. We are consistently ranked by U.S. News & World Report's Best Hospitals, receiving high "Honor Roll" status, and are highly ranked: No. 1 in Geriatrics, top 5 in Cardiology/Heart Surgery, and top 20 in Diabetes/Endocrinology, Gastroenterology/GI Surgery, Neurology/Neurosurgery, Orthopedics, Pulmonology/Lung Surgery, Rehabilitation, and Urology.
Assistant Research Scientist I New York State Psychiatry InstituteAssistant Research Scientist INew York, NY$51,058–$61,101 / yearFull timeThe work focuses on neurobehavioral systems, using molecular genetic manipulations to probe neural cellular and circuit function and, ultimately behavior depending on demands of a given experiment. A critical component of these efforts is ensuring that RFMH is a diverse and inclusive workplace where all employees' unique attributes and skills are valued and utilized to support the mission of the Agency.
NewResearch Scientist Stone Alliance Group Career PageResearch ScientistNew York, New York$110,000–$130,000 / yearYou will help provide oversight for the development, implementation and analysis of multimodal modal brain and body imaging (MoBI) studies of behavior and brain function with particular focus placed on the application of advanced statistical learning techniques to multimodal datasets for the purpose of identifying biomarkers, signals, or trends that have clinical utility. PhD in electrical engineering, bioengineering, computer science, biophysics, appliedmathematics, or neuroscience, with two years or more of postdoctoral training in one ormore measurement modalities for brain function (inclusive of training, if applicable).
Applied Research Scientist, LLM Evaluation & Post-Training Innodata IncApplied Research Scientist, LLM Evaluation & Post-TrainingNY$175,000–$225,000 / yearYour work may include designing benchmark datasets, developing evaluation taxonomies and protocols, defining metrics and scoring methodologies, analyzing failure modes, and testing how changes in evaluation setup affect downstream fine-tuning results. This role is ideal for a technically rigorous researcher who is deeply fluent in modern LLM evaluation and post-training, and who can turn research insight into practical methods for customer solutions and internal platform innovation.
Research (Data) Scientist NYU Langone HealthResearch (Data) ScientistNew York, NY$58,500–$100,000Full timeThis role is responsible for independent execution of specified analyses through evolving requirements, which may include machine learning and statistical inference, programming discrete event simulations, cleaning and linking datasets, and other tasks in collaboration with research staff across CSTAR. The Research Scientist designs and executes high-quality computational analyses within an expanding portfolio of transplant-focused operations research studies within the Center for Surgical and Transplant Applied Research (CSTAR).
Senior Research Scientist Oracle CorpSenior Research ScientistNY$79,100–$158,200 / yearResearch Scientist in RWE Tobacco Harm Reduction, you will: Be the Principal Investigator, lead the design of behavioral studies (e.g., Actual Use, PMSS, TPPI) including writing research proposals, collaborating on protocol and statistical analysis plan (SAP) development, overseeing data analysis, providing analytical interpretation, writing reports, abstracts, posters, and manuscripts. Knowledge of and experience working with statistics including regression techniques (OLS, logistic regression, generalized linear models), mixed models (e.g., survival and longitudinal analysis), non-parametric approaches, and data reduction techniques (e.g., factor analysis, SEM).
Research Scientist Formulation Development Bayer AGResearch Scientist Formulation DevelopmentMorristown, NJ$93,600–$140,400 / yearIn this role, you'll work in the lab and with our partner CMO''s to turn product ideas into prototypes, develop formulations across a range of dosage forms, and support products from concept through launch. We're looking for a hands-on formulation scientist with experience developing gummies and/or vitamins, minerals, and supplements (VMS) to help create new over-the-counter consumer health products.
Research Scientist, AI Controls and Monitoring Scale AI IncResearch Scientist, AI Controls and MonitoringNY$197,400–$246,750 / yearAs a Research Scientist focused on AI Controls and Monitoring, you will design methods, systems, and experiments to ensure that advanced AI models and agents remain aligned with intended goals, even in high-stakes or adversarial environments. The range displayed on each job posting reflects the minimum and maximum target for new hire salaries for the position, determined by work location and additional factors, including job-related skills, experience, interview performance, and relevant education or training.
Research Scientist, Frontier Risk Evaluations Scale AI IncResearch Scientist, Frontier Risk EvaluationsNY$197,400–$246,750 / yearFor example, you might do any or all of the following: Design and build harnesses to test AI models and systems (including agents) for dangerous capabilities such as security vulnerability exploitation, CBRN uplift, and other high-risk activities; Work with government agencies or other labs to collectively scope and design evaluations to measure and mitigate risks posed by advanced AI systems; Publish evaluation methodologies and write technical reports for policymakers. Our products provide the high-quality data and full-stack technologies that power the worlds leading models, and help enterprises and governments build, deploy, and oversee AI applications that deliver real impact.
Research Scientist, Safety Post Training Scale AI IncResearch Scientist, Safety Post TrainingNY$216,000–$270,000 / yearThe range displayed on each job posting reflects the minimum and maximum target for new hire salaries for the position and may be inclusive of several career levels at Scale; it will be determined during the interview process based on work location and additional factors, including job-related skills, experience, qualifications, interview performance, and relevant education or training. As a Research Scientist working on Safety Post-Training you will develop and apply post-training methods and interpretability techniques to make frontier AI systems safer, and better understood by researchers and policymakers.
Senior Machine Learning Research Scientist SmarterDx IncSenior Machine Learning Research ScientistNYRemote$200,000–$220,000 / yearAbility to assess, understand and create high-quality machine learning research, as demonstrated through publications at top-tier conferences and journals (e.g., NeurIPS, ICML, ICLR, ACL, EMNLP, SIGIR, AAAI, NEJM AI, JAMIA, npj Digital Medicine, arXiv). Extensive experience developing, implementing and training state-of-the-art deep learning models using multiple GPUs and nodes if necessary for large language models with frameworks such as PyTorch, JAX, etc.