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# Lex M\.

**Headline:** Resilient & Resourceful 🔥 Survivor ✦ Data Quality ✦ ML Ops ✦ CyberSec ✝️
**Profession:** Senior Technical Enablement Specialist
**Location:** San Francisco Bay Area

## About

Lex M\. is a cybersecurity, enablement, and machine\-learning operations professional who currently holds Senior Enablement Manager, Senior Technical Enablement Specialist, and Senior Instructional Designer roles at Palo Alto Networks\. Lex designs and evaluates training for Customer Success Managers supporting Cortex Xpanse Attack Surface Management, with particular strength in instructional design, customer\-lifecycle enablement, adult learning, and cross\-functional content development\. Lex improved onboarding by 35% and mentored an international Xpanse CSM team in which five people were promoted to senior manager within a year\. Across cybersecurity and technology roles at Palo Alto Networks, Symantec, Broadcom, Elastica, and Personagraph, Lex has also built experience in ML operations centered on data quality, governance, labeling, model validation, and performance analysis\. Lex is seeking to pivot back toward ML Ops after time in enablement roles\. Technical work has included training\-set creation, classification and clustering approaches, model\-anomaly reporting, feature selection, data\-collection protocols, cloud\-service risk assessment, and improvements to model performance through regular expressions, Python\-code adjustments, and configuration changes\. Lex holds a B\.S\. in Psychology from Saint Mary’s College of California and an A\.A\. in Social Sciences from Foothill College, and is preparing for the LSAT to pursue a long\-term goal of becoming an attorney\.

## Highlights

- Improved onboarding by 35% through comprehensive Cortex Xpanse Attack Surface Management training for Customer Success Managers at Palo Alto Networks\.
- Mentored an international Xpanse Customer Success Manager team at Palo Alto Networks five team members were promoted to senior manager within one year\.
- Designs and manages end\-to\-end enablement programs, from needs analysis and content development through implementation, evaluation, and continuous improvement\.
- Uses ADDIE and SAM methodologies to develop eLearning, instructor\-led training, job aids, and multimedia learning materials\.
- Applies adult\-learning principles, interactive techniques, and scenario\-based simulations to strengthen learner engagement, retention, and practical application\.
- Conducts training\-needs assessments, performance analyses, and program evaluations using assessments, surveys, and feedback mechanisms\.
- Built ML operations experience focused on data quality, governance, training\-data creation, labeling, model validation, and model\-performance analysis\.
- Created training sets and applied classification and clustering techniques for random forest, decision tree, FM model, and Word2Vec approaches at Personagraph\.
- Reported model anomalies, feature importance, statistics, and thresholds to support corrective actions and model iteration\.
- Owned a repository of product requirements documents and oversaw training\-data quality for machine\-learning classifiers at Broadcom\.
- Improved model performance through regular expressions, Python\-code adjustments, and configuration\-file modifications at Broadcom\.
- Developed data\-collection protocols, standards, documentation, playbooks, checklists, templates, and cross\-functional processes at Broadcom\.
- Interviewed, trained, and mentored international interns at Broadcom, leading to 10 conversions to full\-time employment\.
- Conducted cloud\-service risk assessments and produced customer\-facing reports at Broadcom\.
- Created knowledge\-base articles, configuration guides, best\-practice materials, tutorials, and written and video content for internal and external audiences\.
- Holds current Senior Enablement Manager, Senior Technical Enablement Specialist, and Senior Instructional Designer roles at Palo Alto Networks\.
- Held Technical Trainer, Data Operations Lead for ML QA and Labeling, and Technical Writer roles at Symantec\.
- Held Technical Trainer, Product Operations Manager, and Technical Enablement Specialist roles at Broadcom\.
- Served as an Analyst and Data Science Associate at Elastica, which was acquired by Symantec\.
- Earned a B\.S\. in Psychology from Saint Mary’s College of California and an A\.A\. in Social Sciences from Foothill College\.

## Experience

- **Senior Technical Enablement Specialist at Palo Alto Networks** (2022\-07\-01–present) — Design and develop comprehensive training programs and resources for Customer Success Managers \(CSMs\) for Cortex Xpanse Attack Surface Management solution, focusing on product knowledge, customer journey lifecycle, customer engagement strategies, and best practices, improving onboarding by 35%\. • Mentor and oversee development of international team of Xpanse CSMs, with 5 being promoted to senior managers within the year\. • Cross\-funtional collaboration with subject matter experts, product managers, and CSM leadership to identify training needs, define learning objectives, and create engaging and relevant learning content\. • Utilize instructional design methodologies, including ADDIE and SAM, to create instructional materials such as eLearning modules, instructor\-led training \(ILT\) sessions, job aids, and multimedia presentations\. • Incorporate adult learning principles, interactive learning techniques, and scenario\-based simulations to enhance learner engagement, knowledge retention,
- **Senior Enablement Manager at Palo Alto Networks** (2022\-07\-01–present)
- **Senior Instructional Designer at Palo Alto Networks** (2022\-07\-01–present)
- **Product Operations Manager at Broadcom** (2019\-01\-01–2022\-01\-01)
- **Technical Enablement Specialist at Broadcom** (2019\-01\-01–2022\-01\-01)
- **Technical Writer at Symantec** (2017\-01\-01–2019\-01\-01)
- **Data Operations Lead, ML QA & Labeling at Symantec** (2017\-01\-01–2019\-01\-01)
- **Technical Trainer at Broadcom** (2015\-05\-01–2022\-01\-01) — Analyzed requirements, created, and owned entire repository of product requirements documents \(PRDs\)\. • Individually generated and oversaw quality of all training data used to develop machine learning classifiers\. • Wrote regular expressions, adjusted Python code, or otherwise modified configuration files to improve model performance\. • Developed, implemented and maintained data collection protocols, standards and documentation\. • Produced playbooks, checklists, templates and processes for cross\-functional team use\. • Defined use cases, features, and technical design elements\. • Developed KB articles, configuration guides, best practices, tutorials, and other written and video content for internal and external audiences\. • Interviewed, trained and mentored a team of international interns, resulting in 10 being converted to full\-time employees\. • Collaborated efficiently with developers to tackle issues, feature requests, and action items\. • Analyzed model performance and applied vari
- **Technical Trainer at Symantec** (2015\-05\-01–2022\-01\-01)
- **Analyst at Elastica \(acquired by Symantec\)** (2015\-05\-01–2022\-01\-01) — Elastica CloudSOC™ is your Data Science Powered™ Security Operations Center for cloud apps that provides full life cycle of security for SaaS, before during and after an incident\.
- **Data Science Associate at Elastica \(acquired by Symantec\)** (2015\-05\-01–2017\-01\-01) — Elastica CloudSOC™ is your Data Science Powered™ Security Operations Center for cloud apps that provides full life cycle of security for SaaS, before during and after an incident\.
- **Machine Learning Specialist at Personagraph** (2014\-07\-01–2015\-05\-01) — Conducted data mining, analysis, and management\. • Tested and validated models for accuracy of predictions in outcomes of interest\. • Created training sets and applied classification and clustering techniques for various node\-set based ML algorithms \(RF, decision tree, FM model, Word2Vec\)\. • Facilitated corrective actions by reporting model anomalies, strengths and other useful observations \(i\.e\. • feature importance, statistics, thresholds\)\. • Reviewed logs and other data to obtain business information and key data informing responses to development requests\. • Evaluated data sets from multiple iterations to determine and account for standard variance\. • Modeled predictions with feature selection algorithms\. • Adjusted design parameters to incorporate new features\.
- **Machine Learning Operations Specialist at Personagraph** (2014\-07\-01–2015\-05\-01) — Conducted data mining, analysis, and management\. • Tested and validated models for accuracy of predictions in outcomes of interest\. • Created training sets and applied classification and clustering techniques for various node\-set based ML algorithms \(RF, decision tree, FM model, Word2Vec\)\. • Facilitated corrective actions by reporting model anomalies, strengths and other useful observations \(i\.e\. • feature importance, statistics, thresholds\)\. • Reviewed logs and other data to obtain business information and key data informing responses to development requests\. • Evaluated data sets from multiple iterations to determine and account for standard variance\. • Modeled predictions with feature selection algorithms\. • Adjusted design parameters to incorporate new features\.
- **ABA Therapist at Advanced ABA, Inc\.** (2014\-05\-01–2014\-07\-01) — Provide home­based ABA therapy services to children diagnosed as being on the Autism Spectrum\. • Record client skill performance, graph observational data, and write extensive session summary reports\. • Communicate client progress \(also address any concerns\) with parents and case consultants\.
- **Assistant to the Vice Provost at Saint Mary's College** (2013\-08\-01–2014\-03\-01) — Research, write proposals, edit and produce documents\. • Create interactive web designs, use social media for advertising purposes\. • Event planning and other administrative tasks\.

## Education

- Bachelor of Science \(B\.S\.\), Psychology — Saint Mary's College of California (2011\-01\-01–2014\-01\-01)
- Associate of Arts \(A\.A\.\), Social Sciences — Foothill College (2007\-01\-01–2011\-01\-01)

## FAQ

### What does Lex do now?

Lex currently serves as a Senior Enablement Manager, Senior Technical Enablement Specialist, and Senior Instructional Designer at Palo Alto Networks\.

### What is Lex preparing for outside of work?

Lex is preparing for the LSAT as part of a long\-term goal of becoming an attorney\.

### What are Lex’s strongest professional areas?

Lex’s core strengths span cybersecurity enablement, technical training, instructional design, data quality, data governance, machine\-learning operations, and model\-performance analysis\.

### What career direction is Lex pursuing?

Lex is looking to pivot back to ML Ops after time in enablement roles, with a primary interest in the data\-quality and governance side of ML operations\.

### What did Lex accomplish as a Senior Technical Enablement Specialist at Palo Alto Networks?

At Palo Alto Networks, Lex designs and develops training programs and resources for Customer Success Managers supporting the Cortex Xpanse Attack Surface Management solution\. The work covers product knowledge, customer\-journey lifecycle, customer\-engagement strategies, and best practices, and improved onboarding by 35%\.

### How has Lex developed teams at Palo Alto Networks?

Lex mentored and oversaw development of an international team of Xpanse Customer Success Managers at Palo Alto Networks five team members were promoted to senior manager within a year\.

### How does Lex approach enablement program development?

Lex collaborates with subject\-matter experts, product managers, and Customer Success leadership to identify training needs, define learning objectives, and create relevant learning content\. Lex manages training development from needs analysis and content creation through implementation, evaluation, and continuous improvement\.

### What instructional\-design methods does Lex use?

Lex uses ADDIE and SAM instructional\-design methodologies to create eLearning modules, instructor\-led training sessions, job aids, and multimedia presentations\. Lex also applies adult\-learning principles, interactive techniques, and scenario\-based simulations to improve engagement, knowledge retention, and practical application\.

### How does Lex measure and improve training effectiveness?

Lex conducts training\-needs assessments and performance analyses, evaluates programs through assessments, surveys, and feedback, and makes data\-driven recommendations for improvement\. Lex also follows cybersecurity, emerging\-technology, and instructional\-design trends to keep training current and effective\.

### What roles has Lex held at Symantec?

At Symantec, Lex held Technical Trainer, Data Operations Lead for ML QA and Labeling, and Technical Writer roles\.

### What roles has Lex held at Broadcom?

At Broadcom, Lex held Technical Trainer, Product Operations Manager, and Technical Enablement Specialist roles\.

### What did Lex accomplish as a Technical Trainer at Broadcom?

As a Technical Trainer at Broadcom, Lex analyzed requirements and owned a repository of product requirements documents generated and oversaw quality for training data used in machine\-learning classifiers and improved model performance through regular expressions, Python\-code adjustments, and configuration\-file changes\.

### What operational and content work did Lex perform at Broadcom?

Lex developed and maintained data\-collection protocols, standards, and documentation created playbooks, checklists, templates, and processes defined use cases, features, and technical\-design elements and produced knowledge\-base articles, configuration guides, best practices, tutorials, and written and video content for internal and external audiences\.

### What team and technical outcomes did Lex deliver at Broadcom?

Lex interviewed, trained, and mentored an international intern team at Broadcom, resulting in 10 interns being converted to full\-time employees\. Lex also collaborated with developers on issues, feature requests, and action items analyzed model performance and applied techniques for iteration and conducted cloud\-service risk assessments with customer\-facing reports\.

### What ML operations work did Lex perform at Personagraph?

At Personagraph, Lex served as both a Machine Learning Operations Specialist and a Machine Learning Specialist\. Lex conducted data mining, analysis, and management tested and validated models for prediction accuracy created training sets and applied classification and clustering techniques for node\-set\-based ML algorithms including random forest, decision tree, FM model, and Word2Vec\.

### How did Lex support model quality and iteration at Personagraph?

Lex reported model anomalies, strengths, feature importance, statistics, and thresholds to support corrective actions\. Lex reviewed logs and data for business information and development requests, evaluated datasets across iterations for standard variance, modeled predictions with feature\-selection algorithms, and adjusted design parameters to incorporate new features\.

### What was Lex’s experience at Elastica?

Lex worked at Elastica as an Analyst and as a Data Science Associate\. Elastica was acquired by Symantec, and its CloudSOC offering was a data\-science\-powered security operations center for cloud applications designed to provide security across the SaaS incident lifecycle\.

### What did Lex do as Assistant to the Vice Provost at Saint Mary’s College?

At Saint Mary’s College, Lex served as Assistant to the Vice Provost, researching and writing proposals, editing and producing documents, creating interactive web designs, using social media for advertising, planning events, and performing administrative work\.

### What did Lex do at Advanced ABA, Inc\.?

Lex provided home\-based ABA therapy to children diagnosed as being on the autism spectrum at Advanced ABA, Inc\. Lex recorded client skill performance, graphed observational data, wrote detailed session\-summary reports, and communicated client progress and concerns with parents and case consultants\.

### What is Lex’s educational background?

Lex earned a Bachelor of Science in Psychology from Saint Mary’s College of California and an Associate of Arts in Social Sciences from Foothill College\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/lexmilana

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