Mhandisi kiongozi wa kujifunza kwa mashine

Daraja la 8b · Mhandisi wa kujifunza kwa mashine · Alama 595 za tathmini ya kazi

Tafsiri hii ilifanywa kutoka Kiingereza na msaidizi wa akili bandia na bado haijakaguliwa na mzungumzaji asilia. Nukuu kutoka UK GDaD PCF (Mfumo wa Uwezo wa Taaluma ya Kidijitali na Data wa Serikali ya Uingereza) na ESCO zinabaki kwa Kiingereza.

Kiwango cha UK GDaD PCF: Lead machine learning engineer

Mara nyingi hufanywa katika daraja la Utumishi wa Umma G7 au G6.

A lead machine learning engineer leads the technical development and deployment of machine learning models.
At this role level, you will:
lead the most complex technical work needed to develop models for use in products and services
co-ordinate moving a model from the research and development stage to production
define ways of working across the machine learning life cycle
identify training needs for machine learning engineers and related roles
help your team work with other teams and disciplines
assure the effectiveness of machine learning models in use across the organisation
define and communicate software standards and guidelines related to ethics, risk and security

Contains public sector information from the UK Government Digital and Data Profession Capability Framework (https://understand-digital-data-roles-skills.service.gov.uk/), licensed under the Open Government Licence v3.0. © Crown copyright.

Wajibu

Kuongoza kazi tata zaidi ya kuleta miundo kutoka utafiti hadi matumizi salama ya moja kwa moja katika taasisi.
Kufafanua mzunguko wa maisha wa kujifunza kwa mashine, ikiwemo udhibiti unaohitajika kwa miundo inayodhibitiwa na inayohusu usalama.
Kuweka viwango vya majaribio ya miundo, ufuatiliaji, usalama na maadili, na kuhakikisha miundo inayotumika moja kwa moja.
Kufanya kazi na maafisa wa usalama wa kitabibu, usimamizi wa taarifa na wataalamu wa udhibiti kukubaliana jinsi miundo inavyotathminiwa na kuidhinishwa.
Kubaini mahitaji ya mafunzo na kuendeleza wahandisi wa kujifunza kwa mashine na nafasi zinazohusiana.

Ujuzi

Ujuzi	Kiwango kinachotarajiwa	Kiwango hiki kinamaanisha nini
Applied maths, statistics and scientific practicesUK GDaD PCF	Mtaalamu (3)	You can: apply designated quantitative techniques such as time series analysis, optimisation and simulation to create and embed appropriate models for analysis and prediction provide guidance on matching data sources with relevant applied mathematics and statistical techniques to meet analysis goals apply appropriate statistical techniques to available data to discover new relations and offer insight into research problems, helping to improve organisational processes and support decision making access and use the statistical tools available within the organisation
Communicating between the technical and non-technicalUK GDaD PCF	Bingwa (4)	You can: mediate between people and strengthen relationships, adopting the appropriate communication method with stakeholders at all levels manage stakeholder expectations and moderate difficult discussions about high risk and complex topics, even within constrained timescales speak on behalf of, and represent the community to, large audiences inside and outside the organisation
Data ethics and privacyUK GDaD PCF	Mtaalamu (3)	You can: work with stakeholders to identify and address ethical and privacy concerns demonstrate and communicate how data ethical issues fit into the wider organisational context research developments in data ethics and privacy to improve compliance and processes assess and constructively challenge proposed data ethics policies
Data science innovationUK GDaD PCF	Bingwa (4)	You can: be a leader in the data science space demonstrate in-depth knowledge of data science tools and techniques, which you can use to solve problems creatively and to create opportunities for your team act as a coach, inspiring curiosity and creativity in others demonstrate in-depth knowledge of your chosen profession and keep up to date with changes in the industry challenge the status quo and always look for ways to improve data science
Programming and build (software engineering)UK GDaD PCF	Bingwa (4)	You can: advise on the right way to apply standards and methods to ensure compliance maintain technical responsibility for all the stages and iterations of a software development project provide technical advice to stakeholders and set the team-based standards for programming tools and techniques
Systems integrationUK GDaD PCF	Bingwa (4)	You can: establish standards and procedures across a service product life cycle, including the development product life cycle, and can ensure that practitioners adhere to these manage resources to ensure that the systems integration function works effectively
Kuelewa huduma za afya na matunzoMarejeleo haya	Mtaalamu (3)	Unaweza: kuchambua jinsi huduma inavyolingana na njia za matunzo katika taasisi mbalimbali kufanya kazi na madaktari, wafanyakazi wa matunzo na wagonjwa kuunda huduma za kidijitali kueleza athari za maamuzi ya kidijitali kwa matunzo, usalama na mzigo wa kazi wa wafanyakazi
Usimamizi wa hatari za kitabibuMarejeleo haya	Mtaalamu (3)	Unaweza: kuongoza utambuzi wa hatari na tathmini ya hatari kwa bidhaa au mabadiliko kuandika na kutunza kumbukumbu za hatari na ripoti za hoja za usalama wa kitabibu kukubaliana udhibiti wa hatari na timu za bidhaa na kukagua kama unafanya kazi kushauri timu kuhusu kutumia viwango vya usimamizi wa hatari za kitabibu
Usimamizi wa taarifa na ulinzi wa dataMarejeleo haya	Mtaalamu (3)	Unaweza: kuongoza tathmini za athari za ulinzi wa data na makubaliano ya ushirikishaji wa taarifa kushauri timu kuhusu msingi halali, ridhaa, usiri na uhifadhi kuchunguza matukio na kupendekeza maboresho
Ushirikiano wa mifumo ya data za afyaMarejeleo haya	Mtaalamu (3)	Unaweza: kubuni na kujenga miunganisho kwa kutumia FHIR, HL7 toleo la 2 na mifumo ya ujumbe kuandika na kuunda wasifu wa rasilimali za FHIR na miongozo ya utekelezaji kutatua masuala tata ya uchoraji ramani na ubora wa data kati ya mifumo
Udhibiti wa programu za vifaa tibaMarejeleo haya	Mtaalamu (3)	Unaweza: kutathmini kama bidhaa ni kifaa tiba, na daraja lake linalowezekana kupanga kazi ya udhibiti kwa bidhaa pamoja na wenzako wa ubora na wa kitabibu
AI salama na ya haki katika huduma za afyaMarejeleo haya	Bingwa (4)	Unaweza: kuweka viwango vya taasisi vya kuhakikisha na kufuatilia AI katika matunzo kuongoza uhakikisho wa miundo yenye hatari kubwa kabla na baada ya kuanza kutumika kuiwakilisha taasisi kwa wadhibiti na washirika kuhusu AI salama na ya haki
Usimamizi wa watuMarejeleo haya	Utendaji (2)	Unaweza: kusimamia kazi za kila siku na kutoa maoni kushiriki katika uajiri na utambulisho wa wafanyakazi wapya kufanya mazungumzo ya mara kwa mara ya mmoja kwa mmoja

Sifa na uzoefu wa kawaida

Uzoefu mpana wa kuongoza uhandisi wa kujifunza kwa mashine kwa huduma tata au zinazodhibitiwa.

Muhtasari wa Daraja la 8b

Maarifa: Ujuzi wa kitaalamu katika taaluma kadhaa au huduma kubwa.
Uhuru wa kutenda: Huunda sera na mkakati wa eneo kubwa.
Wigo: Huduma au timu kadhaa, au taaluma ya ngazi ya juu kabisa.
Uongozi: Husimamia mameneja, au ni mamlaka kuu katika taaluma.
Uwajibikaji: Huduma kadhaa, wafanyakazi wake, na bajeti zake.

Tathmini ya kazi (ya kielelezo)

Kigezo	Kiwango	Muhtasari wa kiwango	Alama
Ujuzi wa mawasiliano na kujenga mahusiano	5	Hutoa taarifa tata sana au zenye utata zinazohitaji ujuzi uliokuzwa wa ushawishi na majadiliano, hutoa mawasilisho kwa makundi makubwa, au huwasiliana palipo na vikwazo vikubwa vya ukubalifu.	45
Maarifa, mafunzo na uzoefu	8	Maarifa ya hali ya juu (shahada ya uzamivu pamoja na mafunzo ya ziada au yanayolingana), au maarifa maalumu katika fani zaidi ya moja yaliyojengwa kwa kipindi kirefu.	240
Ujuzi wa uchambuzi na uamuzi	5	Hufanya maamuzi kuhusu ukweli au hali tata sana zinazohitaji uchambuzi, ufasiri na ulinganisho wa chaguzi.	60
Ujuzi wa kupanga na kuratibu	4	Hupanga shughuli au mikakati tata ya aina nyingi, akiirekebisha inapohitajika.	42
Ujuzi wa kimwili	2	Ujuzi unaopatikana kwa mazoezi, kama vile matumizi ya kawaida ya kibodi au kuendesha gari.	15
Wajibu wa huduma kwa wagonjwa na wateja	1	Huwasaidia wagonjwa, wateja au ndugu wakati wa mawasiliano ya bahati.	4
Wajibu wa sera na uendelezaji wa huduma	4	Hutekeleza sera na kuendeleza sera au huduma kwa huduma moja au maeneo kadhaa.	32
Wajibu wa rasilimali za fedha na mali	2	Hushughulikia fedha taslimu au vitu vya thamani, hutunza vifaa vinavyotumiwa na wengine, hudhibiti akiba ya bidhaa, au huidhinisha malipo madogo.	12
Wajibu kwa watu	3	Husimamia kundi la wafanyakazi kila siku, hufundisha mafunzo ya msingi au maalumu, au hutoa ushauri wa msingi wa rasilimali watu.	21
Wajibu wa rasilimali za taarifa	5	Hubuni na kuendeleza mifumo mikubwa ya taarifa, au huendesha mifumo ya taarifa ya huduma kadhaa kama jukumu kuu.	34
Wajibu wa utafiti na maendeleo	2	Mara kwa mara hufanya utafiti, maendeleo, majaribio ya kitaalamu, au majaribio ya vifaa na mifumo kama sehemu ya kazi.	12
Uhuru wa kutenda	5	Hufanya kazi ndani ya sera za jumla, na katika hali nyingi huamua jinsi ya kuzifasiri.	45
Juhudi za kimwili	1	Kukaa, kusimama na kutembea, kwa juhudi ndogo ya kimwili.	3
Juhudi za kiakili	4	Umakini wa muda mrefu mara kwa mara, au umakini mkali mara chache.	18
Juhudi za kihisia	1	Kukumbana mara chache, au kukumbana kwa njia isiyo ya moja kwa moja mara chache, na hali zenye kusikitisha.	5
Mazingira ya kazi	2	Mazingira yasiyopendeza mara chache, safari za mara kwa mara au kazi za nje, au matumizi ya skrini karibu bila kikomo siku nyingi.	7
Jumla (Daraja la 8b: 585 hadi 629)			595