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.
Trusted by — schools, companies and industrial groups
Learning objectives
- Master vectorized operations to accelerate processing
- Optimize handling of large datasets with chunking and Dask
- Automate pipelines using apply, groupby, and advanced merge
- Analyze complex time series with resampling
- Integrate Pandas with NumPy, SciPy, and Seaborn visualizations
- Detect and correct outliers and missing data in production
Our social commitment
A school kit donated to a child for every training
To fight inequalities in access to education, Learni donates a complete school kit to a child in need for every training booked. You build your skills, a child heads back to school.
- Backpack, notebooks and essential supplies
- Distributed through our partner charities
- Included, at no extra cost to you
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 this training, your Pandas analyses remain slow: 30% time lost on poorly optimized DataFrames, merge errors cost 15k€ per delayed project, massive datasets crash your scripts (loss of 2 days/week), competition surpasses with scalable pipelines, salaries stagnate compared to expert data scientists (gap 20k€/year), missed ML opportunities due to lack of data performance.
Invest 28 hours to multiply productivity x5, avoid 50k€ annual losses.
Program
Module 1Advanced DataFrame Manipulation: Vectorized Tools and Methods (Pandas, NumPy)
Dive into multi-level indexes and vectorized operations, manipulate massive DataFrames through practical exercises on real sales datasets, test performance with %timeit, produce optimized reports ready for production, gain speed and precision from day one.
Module 2GroupBy and Aggregations: Complex Transformations (Pandas pivot, agg)
Explore multi-criteria groupby and custom functions, apply them to real cases like web log analysis, create dynamic pivots with interactive exercises, generate actionable insights via window functions, transform raw data into impactful dashboards.
Module 3Advanced Merges and Time Series: Resampling (Pandas, pd.to_datetime)
Master multi-source and hierarchical joins on real customer datasets, practice hourly/daily resampling with exercises on IoT sensor data, handle temporal gaps, produce basic forecasts, integrate seamlessly into your daily data stack.
Module 4Optimization and Integrations: Chunking, Dask (Pandas + Ecosystem)
Optimize for scalability with chunked reading and Dask on simulated terabytes, integrate with Seaborn for advanced visualizations via final projects, test live gains (x10 speed), leave with production-ready scripts and a personalized implementation plan.
Evaluation method
- Daily practical quizzes, final project on real dataset, Qualiopi certification.
Learning method
- 70% hands-on exercises, real business cases, personalized coach feedback.
Methods, materials and delivery
The Advanced Pandas Training - Optimize Your Analyses of Massive Data 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 Advanced Pandas Training - Optimize Your Analyses of Massive Data 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 Advanced Pandas Training - Optimize Your Analyses of Massive Data 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.
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.
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.
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.
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FAQ
Frequently asked questions
How much does the Advanced Pandas Training - Optimize Your Analyses of Massive Data training cost?+
The individual price is $4,620, and the team / on-site price is $8,085 (USD). A detailed quote is sent within one business day.
How long is the Advanced Pandas Training - Optimize Your Analyses of Massive Data training?+
The training lasts 4 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?+
Intermediate Python proficiency, Pandas basics (DataFrames, Series), NumPy fundamentals.
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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