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Pandas Expert Training - Optimize Massive Data Analyses

Ref: VNL710
10 people max.
From $5,775 HT / per person
Group rate: $14,438 (team / on-site)
Pay in 3 installments · On-site on request · +$540 with certification exam
5 days
Remote

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Aptar
ArcelorMittal
Equans
EDF
Ubisoft
Microsoft
Aptar
ArcelorMittal
Equans
EDF
Ubisoft
Microsoft
Aptar
ArcelorMittal
Equans
EDF
Ubisoft
Microsoft
Aptar
ArcelorMittal
Equans
EDF
Ubisoft
Microsoft
Aptar
ArcelorMittal
Equans
EDF
Ubisoft
Microsoft

Learning objectives

  • Master MultiIndex and complex hierarchies
  • Optimize performance on massive datasets
  • Integrate Pandas with Dask and Modin
  • Automate advanced ETL pipelines
  • Develop custom extensions
  • Analyze real-time data with Pandas
  • Deploy scalable models in production

The Learni story

Founded by engineers and learning experts, Learni's mission is to make high-impact tech training accessible to teams everywhere. We work remotely with organizations across the US and Canada, in your time zone, to help teams upskill fast.

Don't let this gap widen

Why this program matters

  • Without expert Pandas mastery, lose 40% time on massive datasets, ETL errors cost 15k€/month in project delays, 25% data teams blocked by memory bottlenecks, competitors surpass with Dask/Modin, salaries stagnate below 80k€, 70% junior data scientists ousted without scalability, risk GDPR compliance audits via poorly managed data, invest 7000€ for x5 ROI gains in 6 months.

Kheireddin KADRI
Kheireddin KADRI

Learni trainer · Data & AI expert

73%productivity gap
×3cost of inaction

Program

Module 1Advanced Pandas Indexing: MultiIndex, Optimized Slicing (Hierarchical Tools, Groupby Methods)

Dive into MultiIndex to structure multidimensional datasets, practice advanced slicing on real cases like e-commerce logs, chain custom groupby exercises with apply and transform, produce reusable scripts for fast analyses, gain immediate fluency and efficiency on your data projects.

Module 2Pandas Performance: Vectorization, Memory Mapping (Numba Tools, Categoricals)

Optimize memory with categoricals and sparse data, test vectorization on 10GB datasets via timed exercises, integrate Numba to accelerate UDFs, analyze real bottlenecks on Kaggle datasets, deliver production-ready scalable functions, transform your slow workflows into ultra-fast machines.

Module 3Pandas Scalability: Dask, Modin Integration (Distributed Tools, Parallelism)

Scale up with Dask for out-of-memory datasets, migrate Pandas DataFrames to Modin by practicing on simulated clusters, solve massive ETL exercises like IoT streams, generate automated parallel pipelines, master lazy evaluation for x10 gains, boost your productivity on big data.

Module 4Advanced Pandas Pipelines: Custom ETL, Extensions (pdpipe Tools, Extensions API)

Build modular ETL pipelines with pdpipe and custom transformers, apply to banking fraud detection cases, code Pandas extensions via the official API, test robustness on noisy data, produce plug-and-play modules, revolutionize your data processes with expert modularity and reusability.

Module 5Pandas in Production: Real-Time, Deployment (Streaming Tools, Docker Integration)

Process real-time streams with Pandas and Kafka connectors, deploy scalable apps via Docker and FastAPI, simulate production monitoring on live datasets, finalize capstone project with interactive dashboard, secure and optimize for 99% uptime, graduate with full expertise for critical missions.

Evaluation method

  • Daily technical quizzes, final scalable ETL project, Qualiopi expert certification

Learning method

  • Intensive hands-on practice 70%, real business cases, personalized feedback

Methods, materials and delivery

The Pandas Expert Training - Optimize Massive Data Analyses program is delivered onsite or remote (blended-learning, virtual classroom, remote presence). At Learni, an industry-certified training organization, every program is built to maximize skills acquisition regardless of the chosen format.

The trainer alternates between demonstrative, interrogative and active methods (through hands-on labs and/or scenarios). This pedagogical approach guarantees concrete learning that's immediately applicable at work.

Equipment required

For the smooth delivery of the Pandas Expert Training - Optimize Massive Data Analyses program, the following equipment is required:

  • Mac or PC computers, high-speed fiber internet, whiteboard or flipchart, projector or interactive touch screen (for remote sessions)
  • Training environments installed on workstations or accessible online
  • Course materials, hands-on exercises and complementary resources
  • Post-training access to materials and educational resources

For intra-company training on a site outside Learni, the client commits to providing all required teaching materials (computers, internet, etc.) for the smooth delivery of the program in line with the prerequisites in the communicated program.

* contact us for remote delivery feasibility** ratio varies depending on the program

Skills assessment methods

Assessment of skills acquired during the Pandas Expert Training - Optimize Massive Data Analyses program is performed through:

  • During training: case studies, hands-on labs and professional scenarios
  • End of training: self-assessment questionnaire and skills evaluation by the trainer
  • After training: completion certificate detailing acquired skills

Program accessibility

Learni is committed to making its programs accessible. All our programs are accessible to people with disabilities. Our teams are available to adapt the pedagogical methods to your specific needs. Please contact us for any adjustment request.

Enrollment terms and lead times

Registration is possible up to 48 business hours before the start of training. All our programs are built for corporate L&D budgets and delivered onsite or remotely.

Our method

Training quality, guaranteed at every step

Before, during, after: we frame the brief, introduce the trainer, tailor the content and measure impact. You stay in control from kickoff to wrap-up.

Step 1

Rigorous trainer selection

Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.

  • Triple validation: technical, pedagogical, sectoral.
  • Minimum rating 4.8/5 over the last 12 sessions.
Step 2

You meet the trainer beforehand

30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.

  • Live briefing on goals and team context.
  • Veto right — we swap the trainer for free if needed.
Step 3

Content tailored to your context

No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.

  • Hands-on cases drawn from your stack and projects.
  • Program co-written then validated by your team.
Step 4

Continuous quality follow-up

Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.

  • NPS, knowledge quizzes and skills self-assessment.
  • Satisfaction guarantee: fully satisfied or free rework.

A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.

FAQ

Frequently asked questions

How much does the Pandas Expert Training - Optimize Massive Data Analyses training cost?+
The individual price is $5,775, and the team / on-site price is $14,438 (USD). A detailed quote is sent within one business day.
How long is the Pandas Expert Training - Optimize Massive Data Analyses training?+
The training lasts 5 journées, available live online (US time zones) or on-site at your offices.
How is this training paid for?+
Most US teams pay directly through their company (L&D or training budget). We invoice in US dollars and accept bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
Are there any prerequisites?+
Advanced proficiency in Python, intermediate Pandas, NumPy, handling large datasets.
Is a certificate delivered at the end?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report.
Does Learni provide the equipment?+
No. A computer and stable internet connection are required for the participant. Learni provides the educational platform, the trainer and all course materials.
On-site & remote

This training across cities

Available on-site and remotely. Pick your city to see the local training center.

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