index.md

Table of Contents

Background

• README.md
• ai_books.md
• ai_engineer.md
• ai_faq.md
• ai_hype.md
• ai_intro.md

TODO: This file is a work in progress

Recommended learning path is Level-1 > Level-2 > Level-3.

Level-1 (Core)

Here we discuss the core theory and concepts of AI/ML.

Basics

• ai_essentials.md
• how_to_learn.md
• ieee_ethics.md
• pandas_basics.md
• plots.md
• probability.md
• python_modules.md
• statistics.md
• tensorflow.md
• unit_test.md
• why_math.md

Applied Machine Learning Process

• applied_ml.md

Machine Learning

• audio.md
• bias_variance_1.md
• bias_variance_2.md
• common_mistakes.md
• confusion_matrix.md
• cross_validation.md
• data_prep.md
• data_prep_code.md
• data_science_primer.md
• dimensionality_reduction.md
• discrete_prob_dist.md
• eda.md
• feature_engineering.md
• ml_algorithms.md
• ml_crash_course.md
• performance_metrics.md
• regression.md
• sgd.md
• train_test_split.md

Computer Vision

• cv.md
• cv_medicine.md
• image_augment.md

Deep Learning

• cnn.md
• dl.md
• gan.md
• lstm.md
• lstm_articles.md
• neural_network.md
• optimizers.md

Natural Language Processing

• nlp.md
• nlp_dataprep.md
• nltk_book.pdf
• nlu.md
• nlu_classification.md
• recommender.md

Software Engineering

• concurrency.md
• distributed.md
• gdb.md
• github_student_pack.md
• mmm.md
• nuxi.md
• peopleware.md
• sql.md

Level-2 (Advanced)

Here we discuss the more advanced theory and concepts of AI/ML.

Machine Learning Advanced

• anomaly_detection.md
• cython.md
• deploy.md
• imbalanced_classification.md
• kedro.md
• mlflow.md
• mlops.md
• openml.md
• performance.md
• pipelines.md
• small_dataset.md
• smote.md
• tuning.md
• xai.md

Software Engineering Advanced

• code_complete.md
• design_patterns.md
• facts_fallacies.md
• grpc.md
• project_mgmt.md
• security.md
• swe.md

Time Series

• fft.md
• time_series_analysis.md
• time_series_decomposition.md
• time_series_forecast.md
• time_series_plots.md
• time_series_pytorch.md
• time_series_stationary.md
• time_series_tips.md

AI/ML Tips

• ai_project_ideas.md
• ai_resume.md
• ai_tips.md
• datasets.md
• gan_tips.md
• linux_tools.md
• mac_tips.md
• ml_tips.md

AI/ML Tools

• ai_tools.md
• automl_tools.md
• dev_tools.md
• github.md
• intel_aikit.md
• vs_debug.md
• vscode.md

AI/ML Web Development Tools

• cometml.md
• dagshub.md
• dvc.md
• fastapi.md
• web.md
• web_tools.md

Level-3 (Expert)

Here we discuss the more advanced topics of AI/ML.

• av_risks.md
• cv_tips.md
• factor_analysis.md
• nlp_llm.md
• prompt_engineering.md
• rl.md
• rl_lewisu.md
• robotics.md
• tinyml.md

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