Synopsis
This series aims to teach you the high level fundamentals of machine learning from A to Z. I'll teach you the basic intuition, algorithms, and math. We'll discuss languages and frameworks, deep learning, and more. Audio may be an inferior medium to task; but with all our exercise, commute, and chores hours of the day, not having an audio supplementary education would be a missed opportunity. And where your other resources will provide you the machine learning trees, Ill provide the forest. Additionally, consider me your syllabus. At the end of every episode Ill provide the best-of-the-best resources curated from around the web for you to learn each episodes details.
Episodes
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![MLA 001 Certificates Degrees]()
MLA 001 Certificates & Degrees
24/05/2018 Duration: 11minSupport my new podcast: Lefnire's Life Hacks Reboot on the MLG episode, with more confident recommends.
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![MLG 029 Reinforcement Learning Intro]()
MLG 029 Reinforcement Learning Intro
05/02/2018 Duration: 43minSupport my new podcast: Lefnire's Life Hacks Introduction to reinforcement learning concepts. ocdevel.com/mlg/29 for notes and resources.
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![MLG 028 Hyperparameters 2]()
MLG 028 Hyperparameters 2
04/02/2018 Duration: 50minSupport my new podcast: Lefnire's Life Hacks Hyperparameters part 2: hyper-search, regularization, SGD optimizers, scaling. ocdevel.com/mlg/28 for notes and resources
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![MLG 027 Hyperparameters 1]()
MLG 027 Hyperparameters 1
28/01/2018 Duration: 46minSupport my new podcast: Lefnire's Life Hacks Hyperparameters part 1: network architecture. ocdevel.com/mlg/27 for notes and resources
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![MLG 026 Project Bitcoin Trader]()
MLG 026 Project Bitcoin Trader
27/01/2018 Duration: 38minSupport my new podcast: Lefnire's Life Hacks Community project & intro to Bitcoin/crypto + trading. ocdevel.com/mlg/26 for notes and resources
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![MLG 025 Convolutional Neural Networks]()
MLG 025 Convolutional Neural Networks
30/10/2017 Duration: 44minSupport my new podcast: Lefnire's Life Hacks Convnets or CNNs. Filters, feature maps, window/stride/padding, max-pooling. ocdevel.com/mlg/25 for notes and resources
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![MLG 024 Tech Stack]()
MLG 024 Tech Stack
07/10/2017 Duration: 01h01minSupport my new podcast: Lefnire's Life Hacks TensorFlow, Pandas, Numpy, Scikit-Learn, Keras, TensorForce. ocdevel.com/mlg/24 for notes and resources
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![MLG 023 Deep NLP 2]()
MLG 023 Deep NLP 2
20/08/2017 Duration: 42minSupport my new podcast: Lefnire's Life Hacks RNN review, bi-directional RNNs, LSTM & GRU cells. ocdevel.com/mlg/23 for notes and resources
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![MLG 022 Deep NLP 1]()
MLG 022 Deep NLP 1
29/07/2017 Duration: 49minSupport my new podcast: Lefnire's Life Hacks Recurrent Neural Networks (RNNs) and Word2Vec. ocdevel.com/mlg/22 for notes and resources
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![MLG 020 Natural Language Processing 3]()
MLG 020 Natural Language Processing 3
23/07/2017 Duration: 40minSupport my new podcast: Lefnire's Life Hacks Natural Language Processing classical/shallow algorithms. ocdevel.com/mlg/20 for notes and resources
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![MLG 019 Natural Language Processing 2]()
MLG 019 Natural Language Processing 2
11/07/2017 Duration: 01h05minSupport my new podcast: Lefnire's Life Hacks Natural Language Processing classical/shallow algorithms. ocdevel.com/mlg/19 for notes and resources
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![MLG 018 Natural Language Processing 1]()
MLG 018 Natural Language Processing 1
26/06/2017 Duration: 57minSupport my new podcast: Lefnire's Life Hacks Introduction to Natural Language Processing (NLP) topics. ocdevel.com/mlg/18 for notes and resources
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![MLG 017 Checkpoint]()
MLG 017 Checkpoint
04/06/2017 Duration: 07minSupport my new podcast: Lefnire's Life Hacks Checkpoint - learn the material offline! ocdevel.com/mlg/17 for notes and resources
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![MLG 016 Consciousness]()
MLG 016 Consciousness
21/05/2017 Duration: 01h13minSupport my new podcast: Lefnire's Life Hacks Can AI be conscious? ocdevel.com/mlg/16 for notes and resources
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![MLG 015 Performance]()
MLG 015 Performance
07/05/2017 Duration: 41minSupport my new podcast: Lefnire's Life Hacks Performance evaluation & improvement. ocdevel.com/mlg/15 for notes and resources
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![MLG 014 Shallow Algos 3]()
MLG 014 Shallow Algos 3
23/04/2017 Duration: 48minSupport my new podcast: Lefnire's Life Hacks Speed run of Anomaly Detection, Recommenders(Content Filtering vs Collaborative Filtering), and Markov Chain Monte Carlo (MCMC). ocdevel.com/mlg/14 for notes and resources
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![MLG 013 Shallow Algos 2]()
MLG 013 Shallow Algos 2
09/04/2017 Duration: 55minSupport my new podcast: Lefnire's Life Hacks Speed run of Support Vector Machines (SVMs) and Naive Bayes Classifier. ocdevel.com/mlg/13 for notes and resources
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![MLG 012 Shallow Algos 1]()
MLG 012 Shallow Algos 1
19/03/2017 Duration: 53minSupport my new podcast: Lefnire's Life Hacks Speed-run of some shallow algorithms: K Nearest Neighbors (KNN); K-means; Apriori; PCA; Decision Trees ocdevel.com/mlg/12 for notes and resources
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![MLG 010 Languages Frameworks]()
MLG 010 Languages & Frameworks
07/03/2017 Duration: 44minSupport my new podcast: Lefnire's Life Hacks Languages & frameworks comparison. Languages: Python, R, MATLAB/Octave, Julia, Java/Scala, C/C++. Frameworks: Hadoop/Spark, Deeplearning4J, Theano, Torch, TensorFlow. ocdevel.com/mlg/10 for notes and resources
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![MLG 009 Deep Learning]()
MLG 009 Deep Learning
04/03/2017 Duration: 51minSupport my new podcast: Lefnire's Life Hacks Deep learning and neural networks. How to stack our logisitic regression units into a multi-layer perceptron. ocdevel.com/mlg/9 for notes and resources
