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.
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Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.
Installation of the Pandas 2026 environment with Anaconda and Jupyter Notebook, creation of first Series and DataFrames from real company data, exploration of indexes and essential attributes via interactive exercises, basic data manipulation with head, tail, and describe, development of a first simple analysis script on a CSV dataset, code review by the trainer to consolidate professional skills.
Loading data from multiple sources such as CSV, Excel, and SQL databases with pd.read_*, handling encodings and data types to avoid common errors, practical exercises on real e-commerce datasets, merging files with concat and merge, integrity checks via info and isna, production of a preliminary data quality report, setting up an automated import workflow to save time in a business setting.
Advanced cleaning of missing data with dropna, fillna, and interpolate on real sales cases, selection and filtering with loc, iloc, and query to extract quick insights, application of custom functions via apply and lambda, powerful aggregations with groupby and pivot_table on HR data, collaborative exercises to transform a raw dataset into an exploitable table, script optimization for professional production performance.
Descriptive statistical calculations with describe, value_counts, and corr to detect hidden trends, creation of group summaries via agg and transform on marketing datasets, integration of direct visualizations with plot and hist, combination with Matplotlib for professional charts, exercises on real customer churn analysis, generation of simple interactive dashboards, export of results to PDF and HTML for certified business reports.
Development of an end-to-end thread project on real business data such as financial forecasting, building modular pipelines with functions and loops for reusability, memory optimization with categorical and chunking for large volumes, basic unit tests and advanced debugging, deployment to production via standalone scripts, presentation of the final deliverable with Q&A, provision of ready-to-use templates to accelerate your future professional analyses.
The Training Pandas 2026 - Mastering Python Data Analysis 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.
For the smooth delivery of the Training Pandas 2026 - Mastering Python Data Analysis program, the following equipment is required:
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.
Assessment of skills acquired during the Training Pandas 2026 - Mastering Python Data Analysis program is performed through:
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.
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.
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.
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.
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.
No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.
Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.
A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.

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.
30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.
Data analysis & BIIndustry-certified
ETL & data pipelinesIndustry-certified
PythonIndustry-certified
Data analysis & BIIndustry-certified
Data analysis & BIIndustry-certified
Data analysis & BIIndustry-certified
PythonIndustry-certified
PythonIndustry-certified
PythonIndustry-certified
Generative AI & LLMsIndustry-certified
Generative AI & LLMsIndustry-certified
Generative AI & LLMsIndustry-certified
Data scienceIndustry-certified
Data scienceIndustry-certified
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