
Timeline
About me
5G/LTE/VoLTE RAN Performance/Quality Consultan | Machine Learning | Deep learning | Big Data
Education

Mpirical lms
2020 - 20205g system engineering5G is the next enhancement in mobile communications. This course introduces 5G technology in terms of the current 3GPP roadmap and network deployment by 2020. In so doing, an end to end view of the 5G system is examined, including the new architecture requirements for 5G. In addition, key aspects of the new 5G air interface are also introduced. The course then takes a “day in the life” approach to the 5G handset, detailing typical activities such as Registration, Security, PDU Session… Show more 5G is the next enhancement in mobile communications. This course introduces 5G technology in terms of the current 3GPP roadmap and network deployment by 2020. In so doing, an end to end view of the 5G system is examined, including the new architecture requirements for 5G. In addition, key aspects of the new 5G air interface are also introduced. The course then takes a “day in the life” approach to the 5G handset, detailing typical activities such as Registration, Security, PDU Session Establishment, Mobility and Interworking. Show less

Mpirical lms
2020 - 20205g air interfaceThe 5G air interface is a key part of the 5G system which will facilitate Enhanced Broadband and Ultra Reliable Low Latency Communication, as well as the support of Massive IoT (Internet of Things). This course focuses on 5G Phase 1. In so doing, both SA (Standalone) and NSA (Non Standalone) operation are discussed. The course details all aspects, from the physical layer channel and reference signals, through to scheduling and analysis of NR RRC signalling utilized to configure the NR air… Show more The 5G air interface is a key part of the 5G system which will facilitate Enhanced Broadband and Ultra Reliable Low Latency Communication, as well as the support of Massive IoT (Internet of Things). This course focuses on 5G Phase 1. In so doing, both SA (Standalone) and NSA (Non Standalone) operation are discussed. The course details all aspects, from the physical layer channel and reference signals, through to scheduling and analysis of NR RRC signalling utilized to configure the NR air interface. Show less

Universidad manuela beltrán
2003 - 2008Ingeniero de sistemas computer systems networking and telecommunications
Universidad de los andes - colombia
2017 - 2018Direccion de proyectos
Esden business school
2020 - 2021Master big data
Experience

Royal technologies s.a
Apr 2002 - Jul 2008Director de proyectosMontaje y desarrollo de nuevas líneas de producción en conjunto con el jefe de proyecto. Garantizar el adecuado desarrollo de los proceso de producción.Definir planes de acción para atender las sugerencias o reclamos del cliente relacionadas con la línea de producción a mi cargo.

Myj ingenieria ltda
Sept 2008 - Mar 2009Analista redes de telecomunicacionesAnalysis, Optimization and design of GSM network in the eastern region of Colombia movil-TIGO with SIEMENS and HUAWEI technology. Responsible for the radio and parameter optimization of a region in Colombia. Management, administration and operation of HUAWEI platforms (BSC6900 V900R011ENGC00SPH752, PCU, RNC V900R012C01, M2000 2G V200R010C00SPC260 and M2000 3G V200R010C00SPC270). Responsible of rehoming corresponding to BSC HUAWEI in real time without affect service.Analysis and implementation of KPI’s for quality, performance and efficiency of the RF signal.Optimization of HUAWEI 2G network. Analyzing drive test, counters, parameters and using HUAWEI own tools. Show less

Nera telecommunications ltd
Apr 2009 - Jun 2010Rf engineerAnalysis and Optimization GSM-WCDMA networks Colombia movil-TIGO with HUAWEI technology.Managing optimization activities: counters, drive test, tools.Knowledge and analysis in Frequency planning, analysis and implementation at Tigo’s GSM network using forte tool. Cleaning spectrum testing and verification after changes. Migrating stations's 2G conducted between Node BSC and BSC Hotel DANN'S San Francisco Node mitigating the impact of users still face a totally transparent.Management, administration and operation of HUAWEI platforms (BSC6900 V900R011ENGC00SPH752, PCU, RNC V900R012C01, M2000 2G V200R010C00SPC260 and M2000 3G V200R010C00SPC270). Management of specialized software as TEMS 5.0-8.0-9.0-9.1-11.0-13.0, MAPINFO, M2000 2G-3G, software for managing Tigo BSC, RNC HUAWEI, RNC NSN RU20 and corporate management tools such as Nemesis and Tigo Management created in the eastern regional. Show less

Applus+
Jul 2010 - Nov 2012Bss-rf engineerAnalysis and Optimization WCDMA network Colombia movil-TIGO with NSN and HUAWEI technology. Analysis and optimization in WCDMA issues like coverage, capacity and quality.Performance on several aspects of tigo's 3G network: HSDPA, interference/coverage, 2nd/3nd carrier, IRAT, congestion, Handover, accessibility, drops, traffic, capacity and dimensioning analysis, SMS, VAS.Management, administration and operation of HUAWEI platforms (BSC6900 V900R011ENGC00SPH752, PCU, RNC V900R012C01, M2000 2G V200R010C00SPC260 and M2000 3G V200R010C00SPC270). Optimization of HUAWEI and NSN 3G network. Analyzing drive test, counters, parameters and using HUAWEI own tools. Management of specialized software as TEMS 5.0-8.0-9.0-9.1-11.0-13.0, MAPINFO, M2000 2G-3G, software for managing Tigo BSC, RNC HUAWEI, RNC NSN RU20 and corporate management tools such as Nemesis and Tigo Management created in the eastern regional. Show less

Nokia siemens networks
Nov 2012 - Jul 2013External consultant ran-npo 3g engineer-KPIs gathering, analysis and performance to the Nextel project in Peru, Chile, Mexico and Brasil.-3G Performance Management Analysis, Accessibility, Availability, Coverage, Mobility, Retainability, Traffic.-3G Network Performance analysis reports for coverage, capacity, interference and Network Quality (CE, Power, Iub, RNC, NodeB, Clusters).-Daily, Weekly, monthly and special reports generation.-Validation and Preparations of SQL Queries for "Report Pack" reports to be delivered to Nextel.-Preparations of SQL Queries for KPI reports and handover to GNSC, Chennai.-Counters analysis to Huawei Technology with M2000. Show less

Viavi solutions
Feb 2014 - May 2020Solution engineer• Conducted in-depth analysis and provided strategic recommendations on RAN network performance and quality for 3G and 4G networks utilizing ariesoGEO, focusing on key metrics such as Traffic Volume (MOU), signal levels, quality measurements, Drop Rate, Block Rate, and Throughput. • Administration of the ariesoGEO platform, monitoring processing phases for capturing traces and monitoring capacity, data loading, delays and memory consumption of the platform servers.

Huawei
Oct 2020 - Mar 2021Senior wireless engineerLed the commissioning, integration, and installation of BSC6910 and BTS5900 for the WOM project, enhancing overall network performance.

Tecknow solutions
May 2021 - Apr 2023Machine learning engineerDeveloped and deployed machine learning predictive models using scikit-learn to analyze and evaluate large datasets.Implemented both supervised and unsupervised learning techniques for value prediction (Regression) and class prediction (Classification).Optimized the ETL process and performed feature engineering with Python libraries such as Pandas, NumPy, Matplotlib, and Seaborn for effective data preparation and cleaning.

Huawei
Jun 2023 - nowTechnical lead support specialistLed the commissioning, integration, and installation of BSC6900/BSC6910 and BTS5900 systems, driving modernization projects for Telefónica.Achieved project milestones as technical leader for NETCO ONE NETWORK deployment.Enhanced network efficiency through strategic installation of advanced systems.
Licenses & Certifications
- View certificate

Cloud architecture: core concepts
LinkedinSept 2020
Languages
- esEspañol
- inInglés
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