Knowles Training Institute • Indonesia

Sentiment Analysis with Deep Learning: Enhancing Accuracy Course in Indonesia

Practical, private corporate training delivered in Indonesia — onsite, virtual or at an arranged venue.

Request Proposal Browse All Courses

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	Sentiment Analysis with Deep Learning: Enhancing Accuracy Course in Indonesia
Primary capability	Build practical capability in deep learning-based sentiment analysis, model evaluation and accuracy improvement
Best for	Data scientists, machine learning engineers, NLP practitioners, analysts, product teams and organisations working with customer or text data
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, real-world learningTools and techniques you can apply at work

Designed for Indonesian organisationsRelevant, practical and locally delivered

Flexible delivery and durationTailored to your team’s needs

Trusted by leading organisationsAcross Indonesia and the region

Group discounts availableUp to 40% for larger teams

Delivered across IndonesiaJakarta, Surabaya, Bandung, Medan and beyond

“Practical training. Real results.
A stronger Indonesia.”

What is the course

What is the Sentiment Analysis with Deep Learning: Enhancing Accuracy programme?

A practical, outcome-focused programme designed to help teams build more accurate sentiment analysis systems using deep learning, robust evaluation methods and real-world text data.

The Sentiment Analysis with Deep Learning: Enhancing Accuracy programme equips teams with practical knowledge of machine translation, sentiment analysis pipelines, language processing, text analysis and responsible implementation so text data can be converted into useful written data for business and technical workflows.

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 ideal for many organisations, but may not be the best fit for every situation. Here’s a quick guide to help you decide.

Ideal for teams who:

Want to understand how neural translation models such as machine translation solve multilingual communication challenges
Are looking for a private, tailored training experience
Need relevant, Indonesia-based training delivery
Value practical transformer and machine translation techniques that can be applied to real business or technical NLP use cases

Another course may be better if:

You are looking for a public, open-enrolment course
You need research-level model pretraining from scratch or a specialist vendor certification programme
Your priority is only purchasing an NLP platform without developing internal understanding of sentiment analysis workflows
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 find the best solution for your goals.Request a Consultation Customised Training

Real business impact

Which workplace issues does this course fix?

Turn common challenges into opportunities. This course helps address the real issues teams face in today’s workplace.

Low sentiment classification accuracyUnderstand the main causes of classification errors and the factors that influence sentiment prediction quality.

Noisy and ambiguous text dataLearn how to prepare reviews, comments, messages and other text so sentiment models can learn from more reliable inputs.

Limited understanding of deep learning sentiment workflowsUnderstand how tokenisation, embeddings, recurrent networks, attention and transformer models connect across modern sentiment pipelines.

Difficulty applying deep learning models to real sentiment tasksApply neural and transformer-based models to binary, multi-class and aspect-based sentiment classification tasks.

Domain, tone and language variationRecognise how slang, sarcasm, domain vocabulary, class imbalance and context affect sentiment model performance.

Weak evaluation and model governanceUse practical evaluation, bias checks, privacy controls and governance practices to support responsible sentiment analysis solutions.

Tangible results

What outcomes will participants achieve?

Practical learning. Measurable impact. Participants leave with the skills, confidence and tools to make a real difference at work.

Stronger capabilityBuild stronger capability in deep learning architectures, sentiment modelling, evaluation and practical error analysis.

Higher productivityImprove analytical efficiency by turning large volumes of text into structured sentiment signals and trends.

Competitive insightUnderstand how tokenisation, embeddings, neural networks, attention and pretrained language models connect across an end-to-end sentiment analysis pipeline.

New opportunitiesIdentify practical opportunities to apply sentiment classification, aspect analysis, trend detection and customer feedback analytics to workplace use cases.

A more consistent service teamBuild a shared understanding of how sentiment models can support consistent, scalable interpretation of customer and stakeholder feedback.

Course objectives

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

Explain the foundations of transformer architectures and self-attention
Describe the structure and purpose of machine translation models and related pretrained language models
Explain tokenisation, contextual embeddings and attention-based representations
Prepare text data for neural translation translation tasks
Fine-tune machine translation for multilingual communication, localisation and cross-language information access
Apply translation models to intent classification, entity extraction, semantic similarity and question answering
Evaluate neural translation NLP models using practical metrics and error analysis
Design an end-to-end workflow for training, evaluating and deploying a neural translation machine translation solution
Identify privacy, security, bias and governance considerations for language model applications
Compare feature-based NLP approaches with neural translation methods
Create a practical use case or implementation plan for a machine translation workflow
Apply evaluation, optimisation and improvement practices to refine neural translation machine translation solutions over time

A practical, step-by-step approach

The 2-day learning journey

A structured, hands-on journey designed to build knowledge, apply skills and create real momentum for change.

1DiscoverExplore the skills in demand and understand the bigger picture.

2DiagnoseAssess out-dated practices and identify gaps in your context.

3PractiseApply tools and techniques through guided exercises.

4ApplyWork on real-world scenarios and build practical solutions.

5ImproveCreate an action plan to sustain progress after the course.

Detailed and practical

Inside the curriculum

Eight focused modules combining expert insight, practical tools and real-world application.

1Foundations of Sentiment Analysis and Deep LearningCore concepts, sentiment categories, deep learning terminology and common business applications.

5Preparing Text Data for Sentiment ModelsHow text is cleaned, tokenised, labelled, balanced and prepared for model training.

2Deep Learning Models for Sentiment AnalysisUnderstand recurrent neural networks, CNNs, attention mechanisms and transformer-based approaches.

6Improving Sentiment Classification AccuracyApply data quality, tuning, regularisation and model selection techniques to improve classification performance.

3Handling Ambiguity, Sarcasm and ContextAddress difficult language patterns such as sarcasm, negation, mixed sentiment, slang and domain-specific wording.

7Aspect-Based and Fine-Grained Sentiment AnalysisMove beyond positive and negative labels to analyse sentiment toward specific products, services, features or topics.

4Evaluating Sentiment ModelsUse precision, recall, F1 score, confusion matrices, validation sets and error analysis to assess model quality.

8Responsible Deployment and Business Use CasesPlan real-world applications while considering bias, privacy, explainability, governance and continuous model improvement.

?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

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

Practical skills that make a real difference in your team’s daily work.

Teamwork and collaborationCreate shared understanding between technical and business teams working with sentiment data and customer feedback.

Client and stakeholder communicationTurn sentiment outputs into clearer information for internal stakeholders, service teams and decision-makers.

Productivity and performanceAutomate large-scale sentiment classification to reduce manual review of comments, surveys, reviews and support interactions.

Project executionDesign structured sentiment analysis workflows with clear data inputs, modelling steps, evaluation checkpoints and outputs.

Leadership supportHelp leaders understand where sentiment analysis can support service improvement, product decisions and customer experience.

AI-assisted workflowsExplore how modern AI tools can support sentiment classification, feedback summarisation, aspect extraction and trend detection.

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

A flexible programme that welcomes participants from different backgrounds and can be tailored to your team’s needs.

No formal prerequisitesOpen to all, with no specific academic or technical requirements. A willingness to learn is all you need.

Foundation to intermediate levelDesigned for professionals with little to moderate experience. Content is practical, easy to follow and immediately applicable.

Suitable for cross-functional teamsBrings together participants from different functions and backgrounds. Optional customisation is available for advanced groups.

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 speech-language technology contextMapping spoken-to-written language opportunities in organisational workflows

10:30 – 12:00Module 1: Foundations of Sentiment Analysis and Deep LearningCore concepts, terminology and business value of sentiment and language technology

12:00 – 13:00Lunch break

13:00 – 14:30Module 2: Deep Learning Models for Sentiment AnalysisUnderstanding noise, accents, vocabulary, speakers and recognition errors

14:30 – 15:45Module 3: Handling Ambiguity, Sarcasm and ContextCleaning, segmenting and organising text analytics output

15:45 – 17:00Module 4: Evaluating Sentiment ModelsObjective review of calls, chats, emails and service cases

Day 2 – From Insight to ActionApplying learning to real business situations

09:00 – 10:30Module 5: Preparing Text Data for Sentiment ModelsFrom text representation and training to prediction and validation

10:30 – 12:00Module 6: Improving Sentiment Classification AccuracyTuning, class imbalance, sarcasm, negation and domain adaptation

12:00 – 13:00Lunch break

13:00 – 14:30Module 7: Aspect-Based and Fine-Grained Sentiment AnalysisTurning sentiment signals into topic-level insights, trends and actions

14:30 – 15:45Module 8: Addressing Gaps & Best PracticesTracking trends, actions and measurable quality improvement

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

High-quality resources to reinforce learning and support practical application back at work.

Learner’s guideA comprehensive guide with key concepts, tools and references.

Course workbookPractical exercises, templates and worksheets to apply during and after the course.

Digital resourcesUseful tools, checklists and additional reading materials (where applicable).

Course handoutsKey slides, models and summaries for easy 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

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, real-world learningTools 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.

Explore more

Other popular corporate training in Indonesia

Explore our range of practical, high-impact courses designed for today’s business challenges.

Knowles Training Institute

Modern Leadership Skills

Lead a team with clarity, credibility and confidence in a changing workplace.

View course →

Knowles Training Institute

Emotional Intelligence

Read the room, manage reactions and build stronger working relationships.

View course →

Knowles Training Institute

Customer Service Skills

Handle customers, complaints and expectations with consistency and care.

View course →

Knowles Training Institute

Conversational AI

Apply AI tools and virtual assistants to real business tasks with confidence.

View course →

Knowles Training Institute

Time Management

Plan the day, protect focus and get the important work finished.

View course →

Knowles Training Institute

Innovation Skills

Generate better ideas and turn them into practical improvements at work.

View course →

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

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 advanced sentiment analysis capability with deep learning in Indonesia

Get a tailored proposal for your corporate 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

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

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