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Softmax Jobs (NOW HIRING)

Avid Bioservices

Data Reviewer, Quality Control

Tustin, CA · On-site

$31.63 - $42.16/hr

Conduct a comprehensive and critical evaluation on QC data in Empower and SoftMax Pro software including but not limited to contents, results, data accuracy, and scientific relevance, format and ...

Avid Bioservices

Data Reviewer, Quality Control

Tustin, CA · On-site

$31.63 - $42.16/hr

Conduct a comprehensive and critical evaluation on QC data in Empower and SoftMax Pro software including but not limited to contents, results, data accuracy, and scientific relevance, format and ...

Zifo

Validation Analyst

Norwood, MA · On-site

Experience with Benchtop lab computerized systems like TOC, Bioanalyzers, Spectramax/Softmax etc. * Experience with Enterprise Instrumentation Systems such as Chromeleon Chromatography Data System ...

Alcami Corporation

Sr. Scientist I - Bioassay

Wilmington, NC · On-site

$83K - $114K/yr

Effectively uses various laboratory software packages (SoftMax, ProCal, Master Control, ELN, etc.). * Maintains a safe, clean, and organized work environment free of safety hazards. * Safely handles ...

Zifo

Validation Analyst

Norwood, MA · On-site

Experience with Benchtop lab computerized systems like TOC, Bioanalyzers, Spectramax/Softmax etc. * Experience with Enterprise Instrumentation Systems such as Chromeleon Chromatography Data System ...

Frontage Laboratories

QC Manager

Exton, PA · On-site

Proficiency with relevant software (SoftMax Pro, E-WorkBook, Watson LIMS, ELN/LIMS systems). * Strong communication skills for interactions with Study Directors, analysts, QA, and clients.

Zifo

Validation Analyst

Norwood, MA · On-site

Experience with Benchtop lab computerized systems like TOC, Bioanalyzers, Spectramax/Softmax etc. * Experience with Enterprise Instrumentation Systems such as Chromeleon Chromatography Data System ...

Alcami Corporation

Sr. Scientist I - Bioassay

Wilmington, NC · On-site

$83K - $114K/yr

Effectively uses various laboratory software packages (SoftMax, ProCal, Master Control, ELN, etc.). * Maintains a safe, clean, and organized work environment free of safety hazards. * Safely handles ...

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Softmax information

What are the key skills and qualifications needed to thrive as a Machine Learning Engineer, and why are they important?

To thrive as a Machine Learning Engineer, you need a solid background in mathematics, statistics, and programming, often supported by a degree in computer science or a related field. Familiarity with popular ML frameworks (such as TensorFlow, PyTorch), version control systems, and relevant certifications are typically required. Analytical thinking, effective communication, and problem-solving skills help you translate complex data insights into practical solutions. These abilities are essential for developing accurate models, collaborating with stakeholders, and driving innovation in data-driven environments.

What are some common challenges faced by machine learning engineers when implementing the softmax function in production systems?

Machine learning engineers often encounter numerical stability issues when implementing the softmax function, especially with large or very small input values, which can lead to overflow or underflow errors. To address this, it's standard practice to subtract the maximum input value from each input before exponentiating. Additionally, integrating the softmax function efficiently in large-scale systems may require optimization to reduce computational overhead and ensure consistent output across different hardware. Collaboration with data engineers and software developers is also important to ensure seamless deployment and monitoring of models utilizing softmax in production environments.

What are Softmax functions in machine learning?

The softmax function is a mathematical function commonly used in machine learning, particularly in the output layer of classification models. It converts a vector of raw scores (logits) into probabilities, making each value range between 0 and 1 and ensuring that the total sum is 1. This allows the model to interpret the output as the probability of each class, making the softmax function essential for multi-class classification tasks. Softmax is widely used in neural networks, especially in natural language processing and image recognition problems.

What is the difference between Softmax vs Logistic Regression?

AspectSoftmaxLogistic Regression
PurposeMulti-class classificationBinary classification
OutputProbability distribution over multiple classesProbability of one class
Activation FunctionSoftmax functionSigmoid function
Required CredentialsBasic machine learning knowledge, often used with neural networksSimilar credentials, often used in simpler models
Work EnvironmentDeep learning frameworks, neural network modelsStatistical models, traditional machine learning

Softmax is used for multi-class classification problems, providing probabilities across multiple classes, while Logistic Regression is typically used for binary classification, giving the probability of a single class. Both involve similar foundational concepts but differ in application and output complexity.

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Infographic showing various Softmax job openings in the United States as of May 2026, with employment types broken down into 89% Full Time, and 11% Contract. Highlights an 96% Physical, and 4% Remote job distribution.
Lab and Manufacturing IT System Support Analyst.

Lab and Manufacturing IT System Support Analyst.

KBI Biopharma, Inc.

Boulder, CO • On-site

Full-time

Posted 24 days ago

Job description

Position Summary
The Lab and Manufacturing Systems Support Analyst will provide IT support for KBI Biopharma's laboratory and manufacturing environments and be the primary contact for issues related to Lab and Manufacturing Systems as they relate to IT. The position will require basic IT skills in relation to networking, hardware, databases, and operating system level knowledge. The Lab and Manufacturing System Support Analyst will support various technologies used throughout the lab and manufacturing environments including but not limited to: Empower, SoftMax Pro, Unicorn, MassLynx, Chemstation, SoloVPE, 32Karat, UV WinLab, PharmSpec, and Compass technologies. The position requires a working knowledge of the aforementioned lab and manufacturing systems and the ideal candidate should have prior experience in administration and or the end use of at least some including at least some of these systems and the instruments which they support.
The Lab Systems Support Analyst will be required to resolve routine requests that may include project/folder creation, system backups, account requests, etc.; as well as troubleshooting and resolution of complex issues related to Lab Systems. The position will require interaction with end-users to ensure that all end-user requests are fulfilled, and issues are resolved in a timely manner. The Lab Systems Support Analyst must be customer-focused and a good communicator.
The Lab and Manufacturing Systems Support Analyst will be required to serve as the Lead and/or Subject Matter Expert (SME) on projects relating to the installation, validation, and deployment of laboratory and manufacturing systems. The position requires basic knowledge of the Computer Systems Validation (CSV) process and will assist in the writing and execution of CSV deliverables as required. Previous knowledge and experience with Data Integrity remediation and support is a huge plus.
Position Responsibilities
  • Work within an agile team and framework
  • Resolve routine requests that may include project/folder creation, system backups, account requests
  • System Administrator providing Support to various technologies used throughout the lab and Manufacturing environments including but not limited to: Empower, SoftMax Pro, Unicorn, MassLynx, Chemstation, SoloVPE, 32Karat, UV WinLab, PharmSpec, and Compass technologies.
  • Be the Subject Matter Expert for Laboratory enterprise systems such as Empower and SoftMax Pro, UV WinLab.
  • Support and or Lead instrument inductions following established GMP processes
  • Support business priorities and be flexible to meet demand
  • Adhere to documented System Development Life Cycle as well as relevant regulations, policies, and standards
  • Lead and Support Identifying the root cause of issues and implementing permanent solutions to prevent future occurrences.
  • Support and Drive Implementing proactive monitoring to ensure early warnings and quick recovery
  • Effective communicator with all cross-functional areas regarding applicable IT tasks and deliverables
  • Support Lab and Manufacturing IT System Support team across multiple offices with a distributed workforce
  • Customer-focused and a good communicator

Position Requirements
  • 3+ years of experience in a GMP regulated industry
  • Experience in system administration of Lab and Manufacturing system applications (i.e.: Empower, SoftMax Pro, UV WinLab, Unicorn)
  • Solid understanding of GMP applications
  • Basic knowledge of Computer Systems Validation (CSV) process
  • Knowledge of the IT system development life cycle and software quality assurance in a regulated environment
  • Knowledge of general networking concepts and IT best practices
  • Ability to work both independently and with teams at various levels in the organization
  • Strong communication skills, both verbal and written as well as capable of presenting the right level of information to management
  • Strong analytical and organizational skills

Salary range: 83,040 - 103,800
KBI Biopharma, Inc. is an EEO/AA employer and actively seeks to diversify its work force. Therefore, all qualified applicants, regardless of race, color, national origin, religion, gender, gender identity, sexual orientation, age, disability or veteran status, are strongly encouraged to apply.
I understand that neither the completion of this application nor any other part of my consideration for employment establishes any obligation for KBI Biopharma, Inc. to hire me. If I am hired, I understand that either KBI Biopharma, Inc. or I can terminate my employment at any time and for any reason, with or without cause and without prior notice. I understand that no representative of KBI Biopharma, Inc. has the authority to make any assurance to the contrary.
I attest with my signature below that I have given to KBI Biopharma, Inc. true and complete information on this application. No requested information has been concealed. I authorize KBI Biopharma, Inc. to contact references provided for employment reference checks. If any information I have provided is untrue, or if I have concealed material information, I understand that this will constitute cause for the denial of employment or immediate dismissal.

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