Knowles Training Institute  •  Indonesia

Named Entity Recognition: Extracting Key Information from Text Course in Indonesia

Practical, private corporate training that helps teams identify and extract key information from text, enabling more efficient data processing, information extraction, and text analysis for real-world business applications in Indonesia.

  • Build capability
  • Solve real business challenges
  • Delivered in Indonesia

“Better People
A Stronger Indonesia”

Best forTeams & organisations
Duration2 days (flexible)
Group size1 – 25 participants
DeliveryOnsite, virtual or venue
CustomisableTailored to your needs

Private corporate trainingOnly your team, your goals
Practical applicationTools you can use immediately
Indonesia deliveryNationwide, major cities
Multi-duration optionsFrom 60 minutes to 3 days

Course at a glance

Course in a nutshell

A clear overview to help you quickly assess if this course is the right fit for your team.

Course name Named Entity Recognition: Extracting Key Information from Text Course in Indonesia
Primary capability Build practical skills for identifying, extracting and evaluating named entities in text
Best for Data analysts, NLP practitioners, developers, AI teams, researchers and technical professionals
Level Foundation to Advanced (customisable)
Delivery modes Onsite in Indonesia, virtual or at an arranged venue
Standard duration 2 full days, 9 a.m. to 5 p.m.
Other durations 3 days, 1 day, half day, 90 minutes or 60 minutes
Group size Minimum 1 – Maximum 25 participants
Group type Private corporate groups only
Customisation Fully customisable to your context and objectives
Certificate Certificate of Completion (Knowles Training Institute)

Quick facts

Key highlights at a glance.

Practical NLP applicationMethods you can apply to real text datasets
Relevant for Indonesian organisations and teamsPractical examples and Indonesia-based delivery
Flexible delivery and durationTailored to your team’s needs
Applicable across business functionsAcross Indonesian teams and industries
Flexible group deliverySuitable for team-based learning
Delivered across IndonesiaJakarta, Surabaya, Bandung, Medan and beyond
“Practical training. Real results.
A stronger Indonesia.”

What is the course

What is the Named Entity Recognition: Extracting Key Information from Text programme?

A practical, outcome-focused training programme designed to help participants understand named entities, prepare text and apply extraction methods in real NLP workflows.

The Named Entity Recognition: Extracting Key Information from Text programme equips your team with the practical skills, frameworks and confidence to address key challenges and create positive, measurable results in your organisation.

UnderstandKey concepts and best practices

ApplyTools and techniques in real situations

ImproveTeam performance and business outcomes

Is this right for your team

Is this built for your team?

This course is designed for teams working with text data, language technologies or information extraction. Here’s a quick guide to help you assess the fit.

Ideal for teams who:
  • Want to extract people, organisations, locations, dates and other entities from text
  • Need a practical, tailored NLP training experience
  • Need Indonesia-based delivery for their technical team
  • Value reproducible extraction methods and evaluation
Another course may be better if:
  • You are looking for a public, open-enrolment course
  • You need a highly technical or specialist certification
  • Your team is not yet ready for this level of training
  • You are primarily looking for consultancy rather than training

?Not sure this is the right course?Talk to our team for a quick, no-obligation discussion. We’ll help you assess the right NLP training scope for your goals.Request a Consultation Customised Training

Real business impact

Which workplace issues does this course fix?

Turn unstructured text challenges into practical information-extraction workflows. This course addresses common NER and NLP implementation issues.

Inconsistent entity identificationReview errors and plan next steps consistency by defining clear entity categories, annotation rules and extraction procedures.
Unstructured text at scaleReduce manual review by structuring recurring information found across large text collections.
Ambiguous entity referencesHandle variations, aliases and context-dependent references more systematically.
Weak annotation consistencyUse clear labelling guidelines and review practices to improve agreement across annotators.
Limited evaluation of NER outputBuild and evaluate an extraction workflow suitable evaluation measures and inspect errors rather than relying only on overall accuracy.
Difficulty converting text into structured dataDesign extraction workflows that make entities easier to search, analyse and use downstream.

Tangible results

What outcomes will participants achieve?

Practical learning. Participants leave with methods and tools for building, testing and improving named entity extraction workflows.

Clearer entity definitionsDefine entity categories and boundaries that fit a specific text-processing use case.
More consistent extractionBuild and evaluate an extraction workflow repeatable tokenisation, tagging and extraction steps to reduce avoidable manual work.
Better error analysisInspect false positives, false negatives and ambiguous cases to understand model or rule limitations.
Structured text for downstream useConvert relevant text mentions into structured fields that can support search, analytics or downstream NLP tasks.
Practical NER workflow planningPlan a maintainable NER workflow with data preparation, annotation, extraction, evaluation and review steps.

Course objectives

By the end of this course, participants will be able to:

  1. Explain the purpose and role of Named Entity Recognition in NLP workflows
  2. Distinguish common entity categories such as person, organisation, location, date and product
  3. Prepare text for NER through appropriate tokenisation and preprocessing
  4. Recognise ambiguity, context and boundary decisions that affect entity labels
  5. Build and evaluate an extraction workflow rule-based or model-based approaches to extract entities from text
  6. Evaluate NER output using suitable metrics and error analysis
  7. Interpret extraction results for practical information-retrieval or analytics tasks
  8. Document annotation and extraction guidelines for consistent team use
  9. Compare strengths and limitations of different NER approaches
  10. Design a small end-to-end NER workflow from text input to structured output
  11. Identify opportunities to use extracted entities in downstream NLP applications
  12. Create an action plan for improving a named entity extraction workflow

A practical, step-by-step approach

The 2-day learning journey

A structured, hands-on journey designed to build NER foundations, practise extraction techniques and apply them to realistic text.

1Understand NER and entity categoriesExplore how named entities are represented and why entity extraction matters in NLP.
2Prepare text and identify annotation challengesInspect tokenisation, entity boundaries, ambiguity and common annotation problems.
3Practise Tokenisation and Entity Labelling
Work through guided examples of tokenisation, tagging and entity extraction.
4Build and evaluate an extraction workflowApply the workflow to realistic text and evaluate the resulting entity predictions.
5Review errors and plan next stepsUse error analysis and documented guidelines to improve future NER work.

Detailed and practical

Inside the curriculum

Eight focused modules combining NLP concepts, practical methods and real-world application.

1NER Fundamentals and Entity TypesThe basic programs and tools needed today.
5Context, Ambiguity and Entity DisambiguationHandle aliases, context and ambiguous entity references.
2Text Preparation and TokenisationPreparing text for consistent entity extraction.
6Model Evaluation and Error AnalysisUse precision, recall, F1 and qualitative error review.
3Entity Annotation and Labelling GuidelinesDefine entity labels, boundaries and annotation decisions.
7NER Pipelines and Downstream ApplicationsConnect extracted entities to search, analytics and downstream NLP tasks.
4Rule-Based and Statistical NER ApproachesCompare deterministic rules, dictionaries and learned models.
8Building a Practical NER WorkflowPlan an end-to-end NER workflow for preparation, extraction, evaluation and maintenance.

?Need this tailored to your team?We can customise the content, examples and activities to match your industry, challenges and objectives.Request a Consultation Customised Training

How the learning happens

How the learning happens

An engaging, practical learning experience designed to help your team apply new skills with confidence.

Interactive facilitationEngaging sessions led by experienced facilitators using discussion, activities and real examples.
Real-work scenariosApply concepts to relevant Indonesia workplace situations and industry examples.
Guided practiceHands-on exercises, templates and tools to build confidence and capability.
Group discussionLearn from different perspectives and share experiences across industries and roles.
Action planningTurn learning into real next steps with a practical action plan for your team.

Where these skills show up at work

Where these skills show up at work

Practical NER skills that support real text-processing, search and analytics workflows.

Information extraction and data structuringConvert relevant text mentions into structured entities that can be shared across workflows.
Document and knowledge processingIdentify names, organisations, locations and other entities in documents and text collections.
Search and content discoveryUse extracted entities to support filtering, indexing and faster discovery of relevant content.
Text analytics and reportingStructure entity information for analysis, reporting and downstream NLP processing.
Data quality and reviewUse annotation guidance and error review to improve consistency and data quality.
NLP model and pipeline developmentPosition NER as a component within broader NLP pipelines and AI-assisted information extraction.

Who should join?

Who should join?

Designed for professionals across different roles and industries who want to build practical skills and make a bigger impact at work.

Minimum1 participantIdeal for individuals and small teams.
Maximum25 participantsKeeps the experience interactive and personalised.
ExecutivesCEOs, Directors, Senior Leaders
ManagersDepartment and Functional Managers
Team LeadersTeam Leads and Supervisors
OfficersOfficers and Programme Coordinators
AssistantsAssistants and Secretaries
All StaffTeam members across the organisation

Entry point and experience level

Entry point and experience level

A flexible programme for participants with different levels of NLP experience, with technical depth adjustable to the team’s needs.

No formal prerequisitesBasic familiarity with text data or data workflows is helpful, but no formal NLP qualification is required.
Foundation to intermediate levelSuitable for foundation to intermediate learners who want practical understanding of NER concepts and workflows.
Suitable for cross-functional teamsSuitable for cross-functional NLP, data and technology teams; advanced groups can receive deeper model and evaluation exercises.

Course agenda

Your two-day agenda

A practical and engaging two-day programme, designed to build knowledge and apply learning through real-world exercises.

Day 1 – Building FoundationsKey concepts, frameworks and practical application
09:00 – 10:30Welcome, introductions and course overviewSetting the context for Indonesia
10:30 – 12:00Module 1: NER Fundamentals and Entity TypesThe basic programs and tools needed today
12:00 – 13:00Lunch break
13:00 – 14:30Module 2: Text Preparation and TokenisationPreparing text for consistent entity extraction
14:30 – 15:45Module 3: Entity Annotation and Labelling GuidelinesDefine entity labels, boundaries and annotation decisions
15:45 – 17:00Module 4: Rule-Based and Statistical NER ApproachesCompare deterministic rules, dictionaries and learned models

Day 2 – From Insight to ActionBuild and evaluate an extraction workflowing learning to real business situations
09:00 – 10:30Module 5: Context, Ambiguity and Entity DisambiguationHandle aliases, context and ambiguous entity references
10:30 – 12:00Module 6: Model Evaluation and Error AnalysisUse precision, recall, F1 and qualitative error review
12:00 – 13:00Lunch break
13:00 – 14:30Module 7: NER Pipelines and Downstream ApplicationsConnect extracted entities to search, analytics and downstream NLP tasks
14:30 – 15:45Module 8: Building a Practical NER WorkflowPlan an end-to-end NER workflow for preparation, extraction, evaluation and maintenance
15:45 – 17:00Action planning and next stepsPersonal and organisational commitments

Delivery options

Flexible delivery, customisation and facilitation

Choose the delivery option that works best for your team. All programmes can be tailored to your organisation’s needs.

Onsite deliveryAt your premises

We deliver the course at your office or preferred location across Indonesia, minimising disruption to your team.

Virtual deliveryLive online, anywhere

An interactive virtual experience delivered via a secure platform, with the same high-quality content and engagement.

Arranged venueWe handle the logistics

Prefer an external venue? We can arrange a professional training venue in major cities across Indonesia.

Tailored facilitationBuilt around your needs

We customise content, examples and exercises to reflect your industry, business goals and team experience.

?Need something built entirely around your organisation?We build customised programmes around your objectives, industry and team — from delivery to content.Customised Training Request a Consultation

Learning resources

What each participant takes away

Practical resources to reinforce NER concepts and support application after the course.

Learner’s guideA guide covering NER concepts, entity types, workflows and references.
Course workbookExercises for tokenisation, annotation, extraction and error analysis.
Digital resourcesNER checklists, evaluation references and practical workflow resources.
Course handoutsKey models, process summaries and examples for later reference.
Certificate of completionA Certificate of Completion from Knowles Training Institute.

No PowerPoint slides providedTo encourage active participation and a richer learning experience, we do not provide PowerPoint slides for this course.

Pricing and investment

Pricing and investment

A cost-effective investment in your team’s capability. Group discounts are available for larger teams.

Lunch Talk1 – 2 hours$679.97USD

A high-impact, focused session ideal for awareness and key insights.

Half DayUp to 4 hours$259.97USD

Build core knowledge and practical skills in a shorter format.

Most PopularFull Day1 day$419.97USD

Our most popular option, combining depth and practical application.

2 Day2 days$569.97USD

A comprehensive programme with more practice, discussion and real-world application.

Request a customised quotationGet a tailored proposal for your team, including group discounts of up to 40%.Request a Quotation Customised TrainingGroup discount availableup to 40%

Participant feedback

What participants are saying

Real feedback from professionals who have attended our corporate training programmes. Read more on our Knowles Training Institute Reviews page.

4,800+Professionals trained in Indonesia
4.8/5Average course rating
96%Would recommend to a colleague
300+Organisations have trained with us

“Trainer provided constructive feedback and advice based on his experience, making the lessons more hands-on and applicable. The trainer is open to engaging participants on a work level to discuss real-life challenges.”

Singapore Institute of Management Group LimitedBalanced Scorecard Course

“The trainer is good and teaches you to put the skills into practice. Everyone needs this tool to apply in their day-to-day lives.”

Singapore Police ForceNegotiation Skills Course

“Yes. This has been one of the better strategic thinking courses. It helped me understand the importance of the approach.”

Nanyang PolytechnicStrategic Thinking Course

Read more reviews from our clientsVerified feedback from the organisations we have trained, with the course and date for each one.Read All Reviews

Our advantage

Why companies choose Knowles

Trusted by organisations across Indonesia and the region to deliver practical, high-impact training.

Broad course portfolio100+ practical courses across key business functions.
Private corporate deliveryOnly your team, your goals, your context.
Customisable programmesTailored to your industry, challenges and objectives.
Responsive supportA dedicated team from enquiry to delivery and beyond.
Practical NLP applicationTools and techniques you can apply immediately.
Regional experienceTrusted by organisations across Southeast Asia, including Indonesia.

Frequently asked questions

Questions decision-makers ask

Straightforward answers to common questions from HR, L&D and business leaders.

1What are the benefits of corporate training?

Corporate training builds capability across your whole team at once, using your real challenges as the material. It is faster, more consistent and more cost-effective than sending people to public courses individually.

2Can you customise the course for our organisation?

Yes. All our corporate training programmes can be tailored to your industry, team objectives, and real workplace challenges.

3Do you offer onsite training in Indonesia?

Yes. We deliver at your office or a preferred location across Indonesia, including Jakarta, Surabaya, Bandung, Medan, Bekasi and Bali.

4What is the typical group size?

Programmes run with a minimum of 1 and a maximum of 25 participants, which keeps every session interactive and personalised.

5How long is a standard course?

The standard format is 2 full days, 9 a.m. to 5 p.m. We also run 3-day, 1-day, half-day, 90-minute and 60-minute versions.

6Can you deliver virtually?

Yes. We offer flexible delivery options, including onsite, virtual, or a blended approach, depending on your needs.

7What industries do you work with?

We work across government, financial services, manufacturing, technology, healthcare, education, energy and professional services.

8Are your trainers experienced practitioners?

Yes. Our facilitators combine professional training experience with hands-on industry backgrounds relevant to your sector.

9Do you provide course materials?

Every participant receives a learner’s guide, a course workbook, digital resources and handouts. We do not provide PowerPoint slides for this course.

10Will participants receive a certificate?

Yes. Each participant receives a Certificate of Completion from Knowles Training Institute.

11How far in advance should we book?

We recommend three to four weeks, which allows time for a needs discussion and customisation. We can often accommodate shorter timelines.

12Can you help us identify the right course?

Yes. Tell us your goals and challenges and we will recommend the most suitable programme from our portfolio.

13Do you offer multi-course or annual training plans?

Yes. We build annual learning roadmaps and multi-course programmes, with preferential rates for larger commitments.

14What is the investment for a corporate programme?

Fees depend on the course, number of participants and delivery mode. Contact us for a customised proposal based on your specific needs.

15Are there any government funding options?

Funding schemes vary by programme and eligibility. We can advise on what may apply to your organisation in Indonesia.

16What support do you provide after the training?

Participants leave with a practical action plan, and our team follows up to support application back at work.

17Can we include our own case studies or examples?

Yes. Using your real scenarios makes the learning far more relevant, and we actively encourage it.

18Do you conduct a training needs analysis?

Yes. We can run a short needs analysis before the programme to sharpen the objectives and tailor the content.

19How do we get started?

Send us an enquiry with your goals, team size and preferred dates, and we will respond with a tailored proposal.

20Who can we speak to for a detailed proposal?

Contact our corporate training team at [email protected] and we will arrange a discussion.

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Our Indonesia presence

Available across Indonesia

We deliver private corporate training throughout Indonesia — onsite at your office, virtually, or at an arranged venue.

Onsiteat your officeVirtualonline deliveryArranged venueat a hotel or training centre
SUMATRAKALIMANTANSULAWESIJAVAINDONESIAMedanJakartaBandungSemarangSurabayaMakassar

Key citiesWe deliver training in major cities across Indonesia, including:
JakartaCapital city, business hub
SurabayaEast Java, major business centre
BandungInnovation and education hub
MedanSumatra, key industrial hub
SemarangCentral Java, growing business community
MakassarSulawesi, strategic regional hub
And many other cities across IndonesiaContact us to discuss your preferred location.

How it works

From first enquiry to live delivery

A simple, proven process to get your team the training they need.

1Share your needTell us about your team, your goals and the challenges you want to address.
2Align scopeWe’ll discuss your requirements and tailor the course content, duration and delivery mode.
3Confirm proposalReceive a detailed proposal with training objectives, outline, logistics and investment.
4Deliver trainingWe deliver engaging, practical training onsite, virtually or at an arranged venue.
5Review outcomesWe gather feedback, measure results and discuss next steps to support your development.

Ready to get started?

Build stronger NLP and information-extraction capability in Indonesia

Get a tailored proposal for your NER training needs. Our team will advise on the best solution for your goals, timeline and budget.

  • No obligation
  • Tailored to your needs
  • Response within 1 working day

Get in touch

Get in touch

Tell us about your training needs and our team will get back to you within 1 working day.

Consent

Your information is secure and will only be used to respond to your enquiry.

Why get in touch?

Response within 1 working dayOur team will get back to you quickly with tailored advice.
Tailored training adviceWe’ll help you find the right course, duration and delivery option for your team.
Private corporate trainingAll training is tailored to your organisation, team and objectives.
Full support for Indonesia deliveryWe can deliver training at your office, virtually or at an arranged venue across Indonesia.
“Better People
A Stronger Indonesia.”

Knowles Training Institute · Indonesia